{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 发现毒蘑菇的相似特征"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**说明:**\n",
    "\n",
    "将 `mushroom.dat` 放在当前目录下。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from numpy import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Apriori 中的辅助函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def createC1(dataSet):\n",
    "    C1 = []\n",
    "    for transaction in dataSet:\n",
    "        for item in transaction:\n",
    "            if not [item] in C1:\n",
    "                C1.append([item])\n",
    "                \n",
    "    C1.sort()\n",
    "    return list(map(frozenset, C1))#use frozen set so we\n",
    "                            #can use it as a key in a dict    \n",
    "\n",
    "def scanD(D, Ck, minSupport):\n",
    "    ssCnt = {}\n",
    "    for tid in D:\n",
    "        for can in Ck:\n",
    "            if can.issubset(tid):\n",
    "                if can not in ssCnt: ssCnt[can]=1\n",
    "                else: ssCnt[can] += 1\n",
    "    numItems = float(len(D))\n",
    "    retList = []\n",
    "    supportData = {}\n",
    "    for key in ssCnt:\n",
    "        support = ssCnt[key]/numItems\n",
    "        if support >= minSupport:\n",
    "            retList.insert(0,key)\n",
    "        supportData[key] = support\n",
    "    return retList, supportData"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Apriori 算法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def aprioriGen(Lk, k): #creates Ck\n",
    "    retList = []\n",
    "    lenLk = len(Lk)\n",
    "    for i in range(lenLk):\n",
    "        for j in range(i+1, lenLk): \n",
    "            L1 = list(Lk[i])[:k-2]; L2 = list(Lk[j])[:k-2]\n",
    "            L1.sort(); L2.sort()\n",
    "            if L1==L2: #if first k-2 elements are equal\n",
    "                retList.append(Lk[i] | Lk[j]) #set union\n",
    "    return retList\n",
    "\n",
    "def apriori(dataSet, minSupport = 0.5):\n",
    "    C1 = createC1(dataSet)\n",
    "    D = list(map(set, dataSet))\n",
    "    L1, supportData = scanD(D, C1, minSupport)\n",
    "    L = [L1]\n",
    "    k = 2\n",
    "    while (len(L[k-2]) > 0):\n",
    "        Ck = aprioriGen(L[k-2], k)\n",
    "        Lk, supK = scanD(D, Ck, minSupport)#scan DB to get Lk\n",
    "        supportData.update(supK)\n",
    "        L.append(Lk)\n",
    "        k += 1\n",
    "    return L, supportData"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 从频繁项集中挖掘关联规则"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def generateRules(L, supportData, minConf=0.7):  #supportData is a dict coming from scanD\n",
    "    bigRuleList = []\n",
    "    for i in range(1, len(L)):#only get the sets with two or more items\n",
    "        for freqSet in L[i]:\n",
    "            H1 = [frozenset([item]) for item in freqSet]\n",
    "            if (i > 1):\n",
    "                rulesFromConseq(freqSet, H1, supportData, bigRuleList, minConf)\n",
    "            else:\n",
    "                calcConf(freqSet, H1, supportData, bigRuleList, minConf)\n",
    "    return bigRuleList         \n",
    "\n",
    "def calcConf(freqSet, H, supportData, brl, minConf=0.7):\n",
    "    prunedH = [] #create new list to return\n",
    "    for conseq in H:\n",
    "        conf = supportData[freqSet]/supportData[freqSet-conseq] #calc confidence\n",
    "        if conf >= minConf: \n",
    "            print(freqSet-conseq,'-->',conseq,'conf:',conf)\n",
    "            brl.append((freqSet-conseq, conseq, conf))\n",
    "            prunedH.append(conseq)\n",
    "    return prunedH\n",
    "\n",
    "def rulesFromConseq(freqSet, H, supportData, brl, minConf=0.7):\n",
    "    m = len(H[0])\n",
    "    if (len(freqSet) > (m + 1)): #try further merging\n",
    "        Hmp1 = aprioriGen(H, m+1)#create Hm+1 new candidates\n",
    "        Hmp1 = calcConf(freqSet, Hmp1, supportData, brl, minConf)\n",
    "        if (len(Hmp1) > 1):    #need at least two sets to merge\n",
    "            rulesFromConseq(freqSet, Hmp1, supportData, brl, minConf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 发现毒蘑菇的相似特征"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "导入数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mushDatSet = [line.split() for line in open(\"./mushroom.dat\").readlines()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用 Apriori 算法，计算频繁集项"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "L, suppData = apriori(mushDatSet, minSupport=0.4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "搜索包含有毒特征 2 的频繁项集（仅 1 个）："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "frozenset({'28', '2'})\n",
      "frozenset({'34', '2'})\n",
      "frozenset({'59', '2'})\n",
      "frozenset({'2', '63'})\n",
      "frozenset({'2', '85'})\n",
      "frozenset({'2', '86'})\n",
      "frozenset({'2', '90'})\n",
      "frozenset({'2', '39'})\n"
     ]
    }
   ],
   "source": [
    "for item in L[1]:\n",
    "    if item.intersection('2'):\n",
    "        print(item)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "搜索包含有毒特征 2 的频繁项集（仅 2 个）："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "frozenset({'28', '2', '85'})\n",
      "frozenset({'2', '39', '90'})\n",
      "frozenset({'2', '39', '86'})\n",
      "frozenset({'2', '86', '90'})\n",
      "frozenset({'2', '39', '85'})\n",
      "frozenset({'2', '90', '85'})\n",
      "frozenset({'2', '86', '85'})\n",
      "frozenset({'2', '63', '85'})\n",
      "frozenset({'59', '2', '90'})\n",
      "frozenset({'59', '2', '86'})\n",
      "frozenset({'59', '2', '85'})\n",
      "frozenset({'34', '59', '2'})\n",
      "frozenset({'59', '2', '39'})\n",
      "frozenset({'34', '2', '90'})\n",
      "frozenset({'34', '2', '86'})\n",
      "frozenset({'34', '2', '85'})\n",
      "frozenset({'34', '2', '39'})\n"
     ]
    }
   ],
   "source": [
    "for item in L[2]:\n",
    "    if item.intersection('2'):\n",
    "        print(item)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "发现所有频繁项集的关联规则"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "frozenset({'1'}) --> frozenset({'24'}) conf: 0.8406537282941777\n",
      "frozenset({'53'}) --> frozenset({'36'}) conf: 0.8124999999999999\n",
      "frozenset({'56'}) --> frozenset({'36'}) conf: 0.934322033898305\n",
      "frozenset({'56'}) --> frozenset({'39'}) conf: 0.9088983050847458\n",
      "frozenset({'56'}) --> frozenset({'34'}) conf: 1.0\n",
      "frozenset({'56'}) --> frozenset({'85'}) conf: 1.0\n",
      "frozenset({'56'}) --> frozenset({'86'}) conf: 1.0\n",
      "frozenset({'56'}) --> frozenset({'90'}) conf: 0.9682203389830508\n",
      "frozenset({'24'}) --> frozenset({'36'}) conf: 0.7455770850884583\n",
      "frozenset({'110'}) --> frozenset({'34'}) conf: 0.9762376237623762\n",
      "frozenset({'110'}) --> frozenset({'36'}) conf: 0.9524752475247525\n",
      "frozenset({'110'}) --> frozenset({'85'}) conf: 1.0\n",
      "frozenset({'110'}) --> frozenset({'86'}) conf: 0.9762376237623762\n",
      "frozenset({'110'}) --> frozenset({'90'}) conf: 0.9782178217821782\n",
      "frozenset({'24'}) --> frozenset({'34'}) conf: 0.9557708508845831\n",
      "frozenset({'24'}) --> frozenset({'85'}) conf: 1.0\n",
      "frozenset({'24'}) --> frozenset({'86'}) conf: 0.95787700084246\n",
      "frozenset({'24'}) --> frozenset({'90'}) conf: 0.9283909014321822\n",
      "frozenset({'28'}) --> frozenset({'34'}) conf: 0.9455782312925171\n",
      "frozenset({'28'}) --> frozenset({'85'}) conf: 1.0\n",
      "frozenset({'28'}) --> frozenset({'86'}) conf: 0.9433106575963719\n",
      "frozenset({'2'}) --> frozenset({'28'}) conf: 0.8098859315589354\n",
      "frozenset({'28'}) --> frozenset({'2'}) conf: 0.9659863945578231\n",
      "frozenset({'28'}) --> frozenset({'39'}) conf: 0.9319727891156462\n",
      "frozenset({'53'}) --> frozenset({'34'}) conf: 1.0\n",
      "frozenset({'53'}) --> frozenset({'85'}) conf: 1.0\n",
      "frozenset({'53'}) --> frozenset({'86'}) conf: 1.0\n",
      "frozenset({'53'}) --> frozenset({'90'}) conf: 1.0\n",
      "frozenset({'2'}) --> frozenset({'34'}) conf: 0.9543726235741445\n",
      "frozenset({'2'}) --> frozenset({'59'}) conf: 0.8650190114068441\n",
      "frozenset({'59'}) --> frozenset({'2'}) conf: 0.7032457496136012\n",
      "frozenset({'2'}) --> frozenset({'63'}) conf: 0.8079847908745247\n",
      "frozenset({'2'}) --> frozenset({'85'}) conf: 1.0\n",
      "frozenset({'2'}) --> frozenset({'86'}) conf: 0.9543726235741445\n",
      "frozenset({'2'}) --> frozenset({'90'}) conf: 0.8745247148288975\n",
      "frozenset({'39'}) --> frozenset({'34'}) conf: 0.9625801853171776\n",
      "frozenset({'39'}) --> frozenset({'36'}) conf: 0.811831789023521\n",
      "frozenset({'39'}) --> frozenset({'85'}) conf: 1.0\n",
      "frozenset({'39'}) --> frozenset({'86'}) conf: 0.9657875980042766\n",
      "frozenset({'39'}) --> frozenset({'90'}) conf: 0.8866714183891662\n",
      "frozenset({'93'}) --> frozenset({'39'}) conf: 0.8366935483870968\n",
      "frozenset({'2'}) --> frozenset({'39'}) conf: 0.9315589353612168\n",
      "frozenset({'1'}) --> frozenset({'34'}) conf: 0.9954034729315628\n",
      "frozenset({'23'}) --> frozenset({'34'}) conf: 1.0\n",
      "frozenset({'3'}) --> frozenset({'34'}) conf: 0.9852297592997813\n",
      "frozenset({'1'}) --> frozenset({'36'}) conf: 0.9713993871297243\n",
      "frozenset({'23'}) --> frozenset({'36'}) conf: 0.9691943127962086\n",
      "frozenset({'36'}) --> frozenset({'34'}) conf: 0.9691720493247211\n",
      "frozenset({'34'}) --> frozenset({'36'}) conf: 0.834217841799343\n",
      "frozenset({'52'}) --> frozenset({'34'}) conf: 0.940273037542662\n",
      "frozenset({'59'}) --> frozenset({'34'}) conf: 0.9629057187017002\n",
      "frozenset({'59'}) --> frozenset({'36'}) conf: 0.8547140649149924\n",
      "frozenset({'63'}) --> frozenset({'34'}) conf: 0.9611021069692057\n",
      "frozenset({'63'}) --> frozenset({'36'}) conf: 0.8476499189627228\n",
      "frozenset({'63'}) --> frozenset({'59'}) conf: 0.8419773095623986\n",
      "frozenset({'59'}) --> frozenset({'63'}) conf: 0.8029366306027821\n",
      "frozenset({'67'}) --> frozenset({'34'}) conf: 1.0\n",
      "frozenset({'67'}) --> frozenset({'59'}) conf: 0.7401433691756272\n",
      "frozenset({'76'}) --> frozenset({'34'}) conf: 1.0\n",
      "frozenset({'76'}) --> frozenset({'59'}) conf: 0.7481751824817519\n",
      "frozenset({'76'}) --> frozenset({'67'}) conf: 0.8029197080291972\n",
      "frozenset({'67'}) --> frozenset({'76'}) conf: 0.7885304659498208\n",
      "frozenset({'1'}) --> frozenset({'85'}) conf: 1.0\n",
      "frozenset({'23'}) --> frozenset({'85'}) conf: 1.0\n",
      "frozenset({'3'}) --> frozenset({'85'}) conf: 1.0\n",
      "frozenset({'85'}) --> frozenset({'34'}) conf: 0.9741506646971935\n",
      "frozenset({'34'}) --> frozenset({'85'}) conf: 1.0\n",
      "frozenset({'85'}) --> frozenset({'36'}) conf: 0.8385032003938946\n",
      "frozenset({'36'}) --> frozenset({'85'}) conf: 1.0\n",
      "frozenset({'52'}) --> frozenset({'85'}) conf: 1.0\n",
      "frozenset({'59'}) --> frozenset({'85'}) conf: 1.0\n",
      "frozenset({'63'}) --> frozenset({'85'}) conf: 1.0\n",
      "frozenset({'67'}) --> frozenset({'85'}) conf: 1.0\n",
      "frozenset({'76'}) --> frozenset({'85'}) conf: 1.0\n",
      "frozenset({'1'}) --> frozenset({'86'}) conf: 0.9979570990806946\n",
      "frozenset({'23'}) --> frozenset({'86'}) conf: 1.0\n",
      "frozenset({'3'}) --> frozenset({'86'}) conf: 0.9868708971553611\n",
      "frozenset({'86'}) --> frozenset({'34'}) conf: 0.997728419989904\n",
      "frozenset({'34'}) --> frozenset({'86'}) conf: 0.9989891331817033\n",
      "frozenset({'36'}) --> frozenset({'86'}) conf: 0.9718144450968879\n",
      "frozenset({'86'}) --> frozenset({'36'}) conf: 0.8354366481574962\n",
      "frozenset({'52'}) --> frozenset({'86'}) conf: 0.9431171786120591\n",
      "frozenset({'59'}) --> frozenset({'86'}) conf: 0.9629057187017002\n",
      "frozenset({'63'}) --> frozenset({'86'}) conf: 0.9611021069692057\n",
      "frozenset({'67'}) --> frozenset({'86'}) conf: 1.0\n",
      "frozenset({'76'}) --> frozenset({'86'}) conf: 1.0\n",
      "frozenset({'85'}) --> frozenset({'86'}) conf: 0.9753815854258986\n",
      "frozenset({'86'}) --> frozenset({'85'}) conf: 1.0\n",
      "frozenset({'1'}) --> frozenset({'90'}) conf: 0.9724208375893769\n",
      "frozenset({'3'}) --> frozenset({'90'}) conf: 0.9474835886214442\n",
      "frozenset({'90'}) --> frozenset({'34'}) conf: 0.9743589743589743\n",
      "frozenset({'34'}) --> frozenset({'90'}) conf: 0.9219105382865808\n",
      "frozenset({'90'}) --> frozenset({'36'}) conf: 0.8632478632478632\n",
      "frozenset({'36'}) --> frozenset({'90'}) conf: 0.9489136817381092\n",
      "frozenset({'59'}) --> frozenset({'90'}) conf: 0.9149922720247294\n",
      "frozenset({'63'}) --> frozenset({'90'}) conf: 0.9108589951377632\n",
      "frozenset({'67'}) --> frozenset({'90'}) conf: 0.8906810035842294\n",
      "frozenset({'76'}) --> frozenset({'90'}) conf: 0.8886861313868614\n",
      "frozenset({'85'}) --> frozenset({'90'}) conf: 0.9217134416543574\n",
      "frozenset({'90'}) --> frozenset({'85'}) conf: 1.0\n",
      "frozenset({'90'}) --> frozenset({'86'}) conf: 0.9732905982905983\n",
      "frozenset({'86'}) --> frozenset({'90'}) conf: 0.9197375063099444\n",
      "frozenset({'93'}) --> frozenset({'34'}) conf: 0.9516129032258065\n",
      "frozenset({'93'}) --> frozenset({'36'}) conf: 0.877016129032258\n",
      "frozenset({'93'}) --> frozenset({'59'}) conf: 0.9233870967741935\n",
      "frozenset({'59'}) --> frozenset({'93'}) conf: 0.7078825347758887\n",
      "frozenset({'63'}) --> frozenset({'93'}) conf: 0.7034035656401945\n",
      "frozenset({'93'}) --> frozenset({'63'}) conf: 0.875\n",
      "frozenset({'93'}) --> frozenset({'85'}) conf: 1.0\n",
      "frozenset({'93'}) --> frozenset({'86'}) conf: 0.9516129032258065\n",
      "frozenset({'93'}) --> frozenset({'90'}) conf: 0.8971774193548386\n",
      "frozenset({'1'}) --> frozenset({'24', '90'}) conf: 0.8314606741573034\n",
      "frozenset({'1'}) --> frozenset({'24', '86'}) conf: 0.8386108273748724\n",
      "frozenset({'1'}) --> frozenset({'24', '85'}) conf: 0.8406537282941777\n",
      "frozenset({'1'}) --> frozenset({'34', '24'}) conf: 0.8360572012257406\n",
      "frozenset({'53'}) --> frozenset({'86', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'53'}) --> frozenset({'34', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'56'}) --> frozenset({'34', '36'}) conf: 0.934322033898305\n",
      "frozenset({'56'}) --> frozenset({'34', '39'}) conf: 0.9088983050847458\n",
      "frozenset({'56'}) --> frozenset({'39', '90'}) conf: 0.8771186440677965\n",
      "frozenset({'56'}) --> frozenset({'39', '86'}) conf: 0.9088983050847458\n",
      "frozenset({'56'}) --> frozenset({'39', '85'}) conf: 0.9088983050847458\n",
      "frozenset({'56'}) --> frozenset({'39', '36'}) conf: 0.9088983050847458\n",
      "frozenset({'56'}) --> frozenset({'36', '90'}) conf: 0.9025423728813559\n",
      "frozenset({'56'}) --> frozenset({'86', '36'}) conf: 0.934322033898305\n",
      "frozenset({'56'}) --> frozenset({'36', '85'}) conf: 0.934322033898305\n",
      "frozenset({'53'}) --> frozenset({'36', '90'}) conf: 0.8124999999999999\n",
      "frozenset({'53'}) --> frozenset({'36', '85'}) conf: 0.8124999999999999\n",
      "frozenset({'56'}) --> frozenset({'86', '90'}) conf: 0.9682203389830508\n",
      "frozenset({'56'}) --> frozenset({'90', '85'}) conf: 0.9682203389830508\n",
      "frozenset({'56'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'56'}) --> frozenset({'34', '90'}) conf: 0.9682203389830508\n",
      "frozenset({'56'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'56'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'24'}) --> frozenset({'34', '36'}) conf: 0.7013479359730413\n",
      "frozenset({'24'}) --> frozenset({'36', '90'}) conf: 0.7346251053074979\n",
      "frozenset({'24'}) --> frozenset({'86', '36'}) conf: 0.70513900589722\n",
      "frozenset({'24'}) --> frozenset({'36', '85'}) conf: 0.7455770850884583\n",
      "frozenset({'110'}) --> frozenset({'86', '90'}) conf: 0.9544554455445545\n",
      "frozenset({'110'}) --> frozenset({'90', '85'}) conf: 0.9782178217821782\n",
      "frozenset({'110'}) --> frozenset({'86', '85'}) conf: 0.9762376237623762\n",
      "frozenset({'110'}) --> frozenset({'36', '90'}) conf: 0.9306930693069307\n",
      "frozenset({'110'}) --> frozenset({'86', '36'}) conf: 0.9287128712871286\n",
      "frozenset({'110'}) --> frozenset({'36', '85'}) conf: 0.9524752475247525\n",
      "frozenset({'110'}) --> frozenset({'34', '90'}) conf: 0.9544554455445545\n",
      "frozenset({'110'}) --> frozenset({'34', '86'}) conf: 0.9762376237623762\n",
      "frozenset({'110'}) --> frozenset({'34', '85'}) conf: 0.9762376237623762\n",
      "frozenset({'110'}) --> frozenset({'34', '36'}) conf: 0.9287128712871286\n",
      "frozenset({'53'}) --> frozenset({'90', '85'}) conf: 1.0\n",
      "frozenset({'53'}) --> frozenset({'86', '90'}) conf: 1.0\n",
      "frozenset({'53'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'53'}) --> frozenset({'34', '90'}) conf: 1.0\n",
      "frozenset({'53'}) --> frozenset({'34', '86'}) conf: 1.0\n",
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      "frozenset({'28'}) --> frozenset({'39', '85'}) conf: 0.9319727891156462\n",
      "frozenset({'2'}) --> frozenset({'28', '85'}) conf: 0.8098859315589354\n",
      "frozenset({'28'}) --> frozenset({'2', '85'}) conf: 0.9659863945578231\n",
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      "frozenset({'28'}) --> frozenset({'34', '85'}) conf: 0.9455782312925171\n",
      "frozenset({'24'}) --> frozenset({'86', '90'}) conf: 0.8862679022746419\n",
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      "frozenset({'2'}) --> frozenset({'39', '90'}) conf: 0.8060836501901141\n",
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      "frozenset({'59'}) --> frozenset({'2', '85'}) conf: 0.7032457496136012\n",
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      "frozenset({'2'}) --> frozenset({'59', '39'}) conf: 0.8022813688212929\n",
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      "frozenset({'93'}) --> frozenset({'63', '85'}) conf: 0.875\n",
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      "frozenset({'86'}) --> frozenset({'90', '85'}) conf: 0.9197375063099444\n",
      "frozenset({'76'}) --> frozenset({'86', '90'}) conf: 0.8886861313868614\n",
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      "frozenset({'93'}) --> frozenset({'59', '86'}) conf: 0.875\n",
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      "frozenset({'36'}) --> frozenset({'86', '90'}) conf: 0.920728126834997\n",
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      "frozenset({'63'}) --> frozenset({'86', '36'}) conf: 0.8087520259319286\n",
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      "frozenset({'3'}) --> frozenset({'86', '90'}) conf: 0.9343544857768054\n",
      "frozenset({'3'}) --> frozenset({'86', '85'}) conf: 0.9868708971553611\n",
      "frozenset({'1'}) --> frozenset({'86', '90'}) conf: 0.9703779366700716\n",
      "frozenset({'76'}) --> frozenset({'90', '85'}) conf: 0.8886861313868614\n",
      "frozenset({'76'}) --> frozenset({'86', '85'}) conf: 1.0\n",
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      "frozenset({'23'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'1'}) --> frozenset({'90', '85'}) conf: 0.9724208375893769\n",
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      "frozenset({'93'}) --> frozenset({'59', '34'}) conf: 0.875\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "frozenset({'90'}) --> frozenset({'34', '36'}) conf: 0.8376068376068376\n",
      "frozenset({'34'}) --> frozenset({'36', '90'}) conf: 0.7925195855446044\n",
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      "frozenset({'85'}) --> frozenset({'34', '36'}) conf: 0.8126538650910882\n",
      "frozenset({'36'}) --> frozenset({'34', '85'}) conf: 0.9691720493247211\n",
      "frozenset({'34'}) --> frozenset({'36', '85'}) conf: 0.834217841799343\n",
      "frozenset({'63'}) --> frozenset({'34', '36'}) conf: 0.8087520259319286\n",
      "frozenset({'23'}) --> frozenset({'86', '36'}) conf: 0.9691943127962086\n",
      "frozenset({'23'}) --> frozenset({'36', '85'}) conf: 0.9691943127962086\n",
      "frozenset({'1'}) --> frozenset({'36', '90'}) conf: 0.9438202247191012\n",
      "frozenset({'1'}) --> frozenset({'86', '36'}) conf: 0.9713993871297243\n",
      "frozenset({'1'}) --> frozenset({'36', '85'}) conf: 0.9713993871297243\n",
      "frozenset({'3'}) --> frozenset({'34', '90'}) conf: 0.9343544857768054\n",
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      "frozenset({'86', '53'}) --> frozenset({'34', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '36'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'34', '53'}) --> frozenset({'86', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'53'}) --> frozenset({'34', '86', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '36'}) --> frozenset({'34', '90'}) conf: 1.0\n",
      "frozenset({'53', '90'}) --> frozenset({'34', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'34', '53'}) --> frozenset({'36', '90'}) conf: 0.8124999999999999\n",
      "frozenset({'53'}) --> frozenset({'34', '36', '90'}) conf: 0.8124999999999999\n",
      "frozenset({'86', '53'}) --> frozenset({'36', '90'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '36'}) --> frozenset({'86', '90'}) conf: 1.0\n",
      "frozenset({'53', '90'}) --> frozenset({'86', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'53'}) --> frozenset({'36', '86', '90'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '85'}) --> frozenset({'36', '90'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '36'}) --> frozenset({'90', '85'}) conf: 1.0\n",
      "frozenset({'53', '90'}) --> frozenset({'36', '85'}) conf: 0.8124999999999999\n",
      "frozenset({'53'}) --> frozenset({'36', '90', '85'}) conf: 0.8124999999999999\n",
      "frozenset({'56', '85'}) --> frozenset({'86', '36'}) conf: 0.934322033898305\n",
      "frozenset({'56', '86'}) --> frozenset({'36', '85'}) conf: 0.934322033898305\n",
      "frozenset({'56', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'56'}) --> frozenset({'86', '36', '85'}) conf: 0.934322033898305\n",
      "frozenset({'56', '85'}) --> frozenset({'36', '90'}) conf: 0.9025423728813559\n",
      "frozenset({'56', '36'}) --> frozenset({'90', '85'}) conf: 0.9659863945578231\n",
      "frozenset({'56', '90'}) --> frozenset({'36', '85'}) conf: 0.9321663019693655\n",
      "frozenset({'56'}) --> frozenset({'36', '90', '85'}) conf: 0.9025423728813559\n",
      "frozenset({'56', '86'}) --> frozenset({'36', '90'}) conf: 0.9025423728813559\n",
      "frozenset({'56', '36'}) --> frozenset({'86', '90'}) conf: 0.9659863945578231\n",
      "frozenset({'56', '90'}) --> frozenset({'86', '36'}) conf: 0.9321663019693655\n",
      "frozenset({'56'}) --> frozenset({'36', '86', '90'}) conf: 0.9025423728813559\n",
      "frozenset({'39', '36'}) --> frozenset({'56', '85'}) conf: 0.7532923617208078\n",
      "frozenset({'56', '85'}) --> frozenset({'39', '36'}) conf: 0.9088983050847458\n",
      "frozenset({'39', '56'}) --> frozenset({'36', '85'}) conf: 1.0\n",
      "frozenset({'56', '36'}) --> frozenset({'39', '85'}) conf: 0.9727891156462585\n",
      "frozenset({'56'}) --> frozenset({'39', '36', '85'}) conf: 0.9088983050847458\n",
      "frozenset({'39', '36'}) --> frozenset({'56', '86'}) conf: 0.7532923617208078\n",
      "frozenset({'56', '86'}) --> frozenset({'39', '36'}) conf: 0.9088983050847458\n",
      "frozenset({'39', '56'}) --> frozenset({'86', '36'}) conf: 1.0\n",
      "frozenset({'56', '36'}) --> frozenset({'39', '86'}) conf: 0.9727891156462585\n",
      "frozenset({'56'}) --> frozenset({'39', '86', '36'}) conf: 0.9088983050847458\n",
      "frozenset({'56', '85'}) --> frozenset({'39', '86'}) conf: 0.9088983050847458\n",
      "frozenset({'56', '86'}) --> frozenset({'39', '85'}) conf: 0.9088983050847458\n",
      "frozenset({'39', '56'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'56'}) --> frozenset({'39', '86', '85'}) conf: 0.9088983050847458\n",
      "frozenset({'39', '36'}) --> frozenset({'56', '90'}) conf: 0.7269534679543459\n",
      "frozenset({'39', '56'}) --> frozenset({'36', '90'}) conf: 0.965034965034965\n",
      "frozenset({'56', '36'}) --> frozenset({'39', '90'}) conf: 0.9387755102040816\n",
      "frozenset({'56', '90'}) --> frozenset({'39', '36'}) conf: 0.9059080962800875\n",
      "frozenset({'56'}) --> frozenset({'39', '36', '90'}) conf: 0.8771186440677965\n",
      "frozenset({'56', '85'}) --> frozenset({'39', '90'}) conf: 0.8771186440677965\n",
      "frozenset({'39', '56'}) --> frozenset({'90', '85'}) conf: 0.965034965034965\n",
      "frozenset({'56', '90'}) --> frozenset({'39', '85'}) conf: 0.9059080962800875\n",
      "frozenset({'56'}) --> frozenset({'39', '90', '85'}) conf: 0.8771186440677965\n",
      "frozenset({'56', '86'}) --> frozenset({'39', '90'}) conf: 0.8771186440677965\n",
      "frozenset({'39', '56'}) --> frozenset({'86', '90'}) conf: 0.965034965034965\n",
      "frozenset({'56', '90'}) --> frozenset({'39', '86'}) conf: 0.9059080962800875\n",
      "frozenset({'56'}) --> frozenset({'39', '86', '90'}) conf: 0.8771186440677965\n",
      "frozenset({'39', '36'}) --> frozenset({'34', '56'}) conf: 0.7532923617208078\n",
      "frozenset({'39', '56'}) --> frozenset({'34', '36'}) conf: 1.0\n",
      "frozenset({'56', '36'}) --> frozenset({'34', '39'}) conf: 0.9727891156462585\n",
      "frozenset({'34', '56'}) --> frozenset({'39', '36'}) conf: 0.9088983050847458\n",
      "frozenset({'56'}) --> frozenset({'34', '39', '36'}) conf: 0.9088983050847458\n",
      "frozenset({'56', '85'}) --> frozenset({'34', '39'}) conf: 0.9088983050847458\n",
      "frozenset({'39', '56'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '56'}) --> frozenset({'39', '85'}) conf: 0.9088983050847458\n",
      "frozenset({'56'}) --> frozenset({'34', '39', '85'}) conf: 0.9088983050847458\n",
      "frozenset({'56', '86'}) --> frozenset({'34', '39'}) conf: 0.9088983050847458\n",
      "frozenset({'39', '56'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'34', '56'}) --> frozenset({'39', '86'}) conf: 0.9088983050847458\n",
      "frozenset({'56'}) --> frozenset({'34', '39', '86'}) conf: 0.9088983050847458\n",
      "frozenset({'39', '56'}) --> frozenset({'34', '90'}) conf: 0.965034965034965\n",
      "frozenset({'56', '90'}) --> frozenset({'34', '39'}) conf: 0.9059080962800875\n",
      "frozenset({'34', '56'}) --> frozenset({'39', '90'}) conf: 0.8771186440677965\n",
      "frozenset({'56'}) --> frozenset({'34', '39', '90'}) conf: 0.8771186440677965\n",
      "frozenset({'56', '85'}) --> frozenset({'34', '36'}) conf: 0.934322033898305\n",
      "frozenset({'56', '36'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '56'}) --> frozenset({'36', '85'}) conf: 0.934322033898305\n",
      "frozenset({'56'}) --> frozenset({'34', '36', '85'}) conf: 0.934322033898305\n",
      "frozenset({'56', '86'}) --> frozenset({'34', '36'}) conf: 0.934322033898305\n",
      "frozenset({'56', '36'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'34', '56'}) --> frozenset({'86', '36'}) conf: 0.934322033898305\n",
      "frozenset({'56'}) --> frozenset({'34', '86', '36'}) conf: 0.934322033898305\n",
      "frozenset({'56', '90'}) --> frozenset({'34', '36'}) conf: 0.9321663019693655\n",
      "frozenset({'56', '36'}) --> frozenset({'34', '90'}) conf: 0.9659863945578231\n",
      "frozenset({'34', '56'}) --> frozenset({'90', '36'}) conf: 0.9025423728813559\n",
      "frozenset({'56'}) --> frozenset({'34', '90', '36'}) conf: 0.9025423728813559\n",
      "frozenset({'53', '85'}) --> frozenset({'34', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '36'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '53'}) --> frozenset({'36', '85'}) conf: 0.8124999999999999\n",
      "frozenset({'53'}) --> frozenset({'34', '36', '85'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '85'}) --> frozenset({'86', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'86', '53'}) --> frozenset({'36', '85'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'53'}) --> frozenset({'86', '36', '85'}) conf: 0.8124999999999999\n",
      "frozenset({'56', '85'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'56', '86'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '56'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'56'}) --> frozenset({'34', '86', '85'}) conf: 1.0\n",
      "frozenset({'56', '85'}) --> frozenset({'34', '90'}) conf: 0.9682203389830508\n",
      "frozenset({'56', '90'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '56'}) --> frozenset({'90', '85'}) conf: 0.9682203389830508\n",
      "frozenset({'56'}) --> frozenset({'34', '90', '85'}) conf: 0.9682203389830508\n",
      "frozenset({'56', '86'}) --> frozenset({'34', '90'}) conf: 0.9682203389830508\n",
      "frozenset({'56', '90'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'34', '56'}) --> frozenset({'86', '90'}) conf: 0.9682203389830508\n",
      "frozenset({'56'}) --> frozenset({'34', '86', '90'}) conf: 0.9682203389830508\n",
      "frozenset({'56', '85'}) --> frozenset({'86', '90'}) conf: 0.9682203389830508\n",
      "frozenset({'56', '86'}) --> frozenset({'90', '85'}) conf: 0.9682203389830508\n",
      "frozenset({'56', '90'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'56'}) --> frozenset({'86', '90', '85'}) conf: 0.9682203389830508\n",
      "frozenset({'24', '86'}) --> frozenset({'36', '85'}) conf: 0.7361477572559367\n",
      "frozenset({'24', '85'}) --> frozenset({'86', '36'}) conf: 0.70513900589722\n",
      "frozenset({'24', '36'}) --> frozenset({'86', '85'}) conf: 0.9457627118644069\n",
      "frozenset({'24'}) --> frozenset({'86', '36', '85'}) conf: 0.70513900589722\n",
      "frozenset({'24', '85'}) --> frozenset({'36', '90'}) conf: 0.7346251053074979\n",
      "frozenset({'24', '36'}) --> frozenset({'90', '85'}) conf: 0.9853107344632768\n",
      "frozenset({'24', '90'}) --> frozenset({'36', '85'}) conf: 0.7912885662431941\n",
      "frozenset({'24'}) --> frozenset({'36', '90', '85'}) conf: 0.7346251053074979\n",
      "frozenset({'24', '86'}) --> frozenset({'36', '90'}) conf: 0.7247141600703606\n",
      "frozenset({'24', '36'}) --> frozenset({'86', '90'}) conf: 0.9310734463276836\n",
      "frozenset({'24', '90'}) --> frozenset({'86', '36'}) conf: 0.7477313974591651\n",
      "frozenset({'24', '85'}) --> frozenset({'34', '36'}) conf: 0.7013479359730413\n",
      "frozenset({'24', '36'}) --> frozenset({'34', '85'}) conf: 0.940677966101695\n",
      "frozenset({'34', '24'}) --> frozenset({'36', '85'}) conf: 0.7338034376377259\n",
      "frozenset({'24'}) --> frozenset({'34', '36', '85'}) conf: 0.7013479359730413\n",
      "frozenset({'24', '86'}) --> frozenset({'34', '36'}) conf: 0.7321899736147758\n",
      "frozenset({'24', '36'}) --> frozenset({'34', '86'}) conf: 0.940677966101695\n",
      "frozenset({'34', '24'}) --> frozenset({'86', '36'}) conf: 0.7338034376377259\n",
      "frozenset({'24'}) --> frozenset({'34', '86', '36'}) conf: 0.7013479359730413\n",
      "frozenset({'24', '90'}) --> frozenset({'34', '36'}) conf: 0.7477313974591651\n",
      "frozenset({'24', '36'}) --> frozenset({'34', '90'}) conf: 0.9310734463276836\n",
      "frozenset({'34', '24'}) --> frozenset({'90', '36'}) conf: 0.7263111502864698\n",
      "frozenset({'110', '85'}) --> frozenset({'34', '36'}) conf: 0.9287128712871286\n",
      "frozenset({'110', '36'}) --> frozenset({'34', '85'}) conf: 0.9750519750519749\n",
      "frozenset({'110', '34'}) --> frozenset({'36', '85'}) conf: 0.9513184584178498\n",
      "frozenset({'110'}) --> frozenset({'34', '36', '85'}) conf: 0.9287128712871286\n",
      "frozenset({'110', '86'}) --> frozenset({'34', '36'}) conf: 0.9513184584178498\n",
      "frozenset({'110', '36'}) --> frozenset({'34', '86'}) conf: 0.9750519750519749\n",
      "frozenset({'110', '34'}) --> frozenset({'86', '36'}) conf: 0.9513184584178498\n",
      "frozenset({'110'}) --> frozenset({'34', '86', '36'}) conf: 0.9287128712871286\n",
      "frozenset({'110', '85'}) --> frozenset({'34', '86'}) conf: 0.9762376237623762\n",
      "frozenset({'110', '86'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'110', '34'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'110'}) --> frozenset({'34', '86', '85'}) conf: 0.9762376237623762\n",
      "frozenset({'110', '36'}) --> frozenset({'34', '90'}) conf: 0.9521829521829521\n",
      "frozenset({'110', '90'}) --> frozenset({'34', '36'}) conf: 0.9271255060728745\n",
      "frozenset({'110', '34'}) --> frozenset({'36', '90'}) conf: 0.9290060851926977\n",
      "frozenset({'110'}) --> frozenset({'34', '36', '90'}) conf: 0.9069306930693068\n",
      "frozenset({'110', '85'}) --> frozenset({'34', '90'}) conf: 0.9544554455445545\n",
      "frozenset({'110', '90'}) --> frozenset({'34', '85'}) conf: 0.9757085020242915\n",
      "frozenset({'110', '34'}) --> frozenset({'90', '85'}) conf: 0.9776876267748479\n",
      "frozenset({'110'}) --> frozenset({'34', '90', '85'}) conf: 0.9544554455445545\n",
      "frozenset({'110', '86'}) --> frozenset({'34', '90'}) conf: 0.9776876267748479\n",
      "frozenset({'110', '90'}) --> frozenset({'34', '86'}) conf: 0.9757085020242915\n",
      "frozenset({'110', '34'}) --> frozenset({'86', '90'}) conf: 0.9776876267748479\n",
      "frozenset({'110'}) --> frozenset({'34', '86', '90'}) conf: 0.9544554455445545\n",
      "frozenset({'110', '85'}) --> frozenset({'86', '36'}) conf: 0.9287128712871286\n",
      "frozenset({'110', '86'}) --> frozenset({'36', '85'}) conf: 0.9513184584178498\n",
      "frozenset({'110', '36'}) --> frozenset({'86', '85'}) conf: 0.9750519750519749\n",
      "frozenset({'110'}) --> frozenset({'86', '36', '85'}) conf: 0.9287128712871286\n",
      "frozenset({'110', '85'}) --> frozenset({'36', '90'}) conf: 0.9306930693069307\n",
      "frozenset({'110', '36'}) --> frozenset({'90', '85'}) conf: 0.9771309771309772\n",
      "frozenset({'110', '90'}) --> frozenset({'36', '85'}) conf: 0.951417004048583\n",
      "frozenset({'110'}) --> frozenset({'36', '90', '85'}) conf: 0.9306930693069307\n",
      "frozenset({'110', '86'}) --> frozenset({'36', '90'}) conf: 0.9290060851926977\n",
      "frozenset({'110', '36'}) --> frozenset({'86', '90'}) conf: 0.9521829521829521\n",
      "frozenset({'110', '90'}) --> frozenset({'86', '36'}) conf: 0.9271255060728745\n",
      "frozenset({'110'}) --> frozenset({'36', '86', '90'}) conf: 0.9069306930693068\n",
      "frozenset({'110', '85'}) --> frozenset({'86', '90'}) conf: 0.9544554455445545\n",
      "frozenset({'110', '86'}) --> frozenset({'90', '85'}) conf: 0.9776876267748479\n",
      "frozenset({'110', '90'}) --> frozenset({'86', '85'}) conf: 0.9757085020242915\n",
      "frozenset({'110'}) --> frozenset({'86', '90', '85'}) conf: 0.9544554455445545\n",
      "frozenset({'24', '86'}) --> frozenset({'34', '85'}) conf: 0.9960422163588392\n",
      "frozenset({'24', '85'}) --> frozenset({'34', '86'}) conf: 0.9540859309182815\n",
      "frozenset({'34', '24'}) --> frozenset({'86', '85'}) conf: 0.998237108858528\n",
      "frozenset({'24'}) --> frozenset({'34', '86', '85'}) conf: 0.9540859309182815\n",
      "frozenset({'24', '85'}) --> frozenset({'34', '90'}) conf: 0.8879528222409435\n",
      "frozenset({'24', '90'}) --> frozenset({'34', '85'}) conf: 0.9564428312159707\n",
      "frozenset({'34', '24'}) --> frozenset({'90', '85'}) conf: 0.9290436315557513\n",
      "frozenset({'24'}) --> frozenset({'34', '90', '85'}) conf: 0.8879528222409435\n",
      "frozenset({'24', '86'}) --> frozenset({'34', '90'}) conf: 0.9252418645558487\n",
      "frozenset({'24', '90'}) --> frozenset({'34', '86'}) conf: 0.954627949183303\n",
      "frozenset({'34', '24'}) --> frozenset({'86', '90'}) conf: 0.9272807404142793\n",
      "frozenset({'24'}) --> frozenset({'34', '86', '90'}) conf: 0.8862679022746419\n",
      "frozenset({'24', '86'}) --> frozenset({'90', '85'}) conf: 0.9252418645558487\n",
      "frozenset({'24', '85'}) --> frozenset({'86', '90'}) conf: 0.8862679022746419\n",
      "frozenset({'24', '90'}) --> frozenset({'86', '85'}) conf: 0.954627949183303\n",
      "frozenset({'24'}) --> frozenset({'86', '90', '85'}) conf: 0.8862679022746419\n",
      "frozenset({'28', '85'}) --> frozenset({'34', '86'}) conf: 0.9433106575963719\n",
      "frozenset({'28', '86'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'28', '34'}) --> frozenset({'86', '85'}) conf: 0.9976019184652278\n",
      "frozenset({'28'}) --> frozenset({'34', '86', '85'}) conf: 0.9433106575963719\n",
      "frozenset({'53', '85'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'86', '53'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '53'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'53'}) --> frozenset({'34', '86', '85'}) conf: 1.0\n",
      "frozenset({'86', '53'}) --> frozenset({'34', '90'}) conf: 1.0\n",
      "frozenset({'53', '90'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'34', '53'}) --> frozenset({'86', '90'}) conf: 1.0\n",
      "frozenset({'53'}) --> frozenset({'34', '86', '90'}) conf: 1.0\n",
      "frozenset({'53', '85'}) --> frozenset({'34', '90'}) conf: 1.0\n",
      "frozenset({'53', '90'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '53'}) --> frozenset({'90', '85'}) conf: 1.0\n",
      "frozenset({'53'}) --> frozenset({'34', '90', '85'}) conf: 1.0\n",
      "frozenset({'53', '85'}) --> frozenset({'86', '90'}) conf: 1.0\n",
      "frozenset({'86', '53'}) --> frozenset({'90', '85'}) conf: 1.0\n",
      "frozenset({'53', '90'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'53'}) --> frozenset({'86', '90', '85'}) conf: 1.0\n",
      "frozenset({'2', '85'}) --> frozenset({'34', '39'}) conf: 0.8859315589353612\n",
      "frozenset({'2', '39'}) --> frozenset({'34', '85'}) conf: 0.9510204081632654\n",
      "frozenset({'34', '2'}) --> frozenset({'39', '85'}) conf: 0.9282868525896415\n",
      "frozenset({'2'}) --> frozenset({'34', '39', '85'}) conf: 0.8859315589353612\n",
      "frozenset({'2', '86'}) --> frozenset({'34', '39'}) conf: 0.9282868525896415\n",
      "frozenset({'2', '39'}) --> frozenset({'34', '86'}) conf: 0.9510204081632654\n",
      "frozenset({'34', '2'}) --> frozenset({'39', '86'}) conf: 0.9282868525896415\n",
      "frozenset({'2'}) --> frozenset({'34', '39', '86'}) conf: 0.8859315589353612\n",
      "frozenset({'2', '85'}) --> frozenset({'34', '86'}) conf: 0.9543726235741445\n",
      "frozenset({'2', '86'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '2'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'2'}) --> frozenset({'34', '86', '85'}) conf: 0.9543726235741445\n",
      "frozenset({'2', '85'}) --> frozenset({'34', '90'}) conf: 0.8288973384030418\n",
      "frozenset({'2', '90'}) --> frozenset({'34', '85'}) conf: 0.9478260869565216\n",
      "frozenset({'34', '2'}) --> frozenset({'90', '85'}) conf: 0.8685258964143426\n",
      "frozenset({'2'}) --> frozenset({'34', '90', '85'}) conf: 0.8288973384030418\n",
      "frozenset({'2', '86'}) --> frozenset({'34', '90'}) conf: 0.8685258964143426\n",
      "frozenset({'2', '90'}) --> frozenset({'34', '86'}) conf: 0.9478260869565216\n",
      "frozenset({'34', '2'}) --> frozenset({'86', '90'}) conf: 0.8685258964143426\n",
      "frozenset({'2'}) --> frozenset({'34', '86', '90'}) conf: 0.8288973384030418\n",
      "frozenset({'2', '85'}) --> frozenset({'59', '34'}) conf: 0.8193916349809887\n",
      "frozenset({'59', '2'}) --> frozenset({'34', '85'}) conf: 0.9472527472527473\n",
      "frozenset({'34', '2'}) --> frozenset({'59', '85'}) conf: 0.8585657370517928\n",
      "frozenset({'2'}) --> frozenset({'59', '34', '85'}) conf: 0.8193916349809887\n",
      "frozenset({'2', '86'}) --> frozenset({'59', '34'}) conf: 0.8585657370517928\n",
      "frozenset({'59', '2'}) --> frozenset({'34', '86'}) conf: 0.9472527472527473\n",
      "frozenset({'34', '2'}) --> frozenset({'59', '86'}) conf: 0.8585657370517928\n",
      "frozenset({'2'}) --> frozenset({'59', '34', '86'}) conf: 0.8193916349809887\n",
      "frozenset({'2', '85'}) --> frozenset({'59', '39'}) conf: 0.8022813688212929\n",
      "frozenset({'2', '39'}) --> frozenset({'59', '85'}) conf: 0.8612244897959184\n",
      "frozenset({'59', '39'}) --> frozenset({'2', '85'}) conf: 0.9398663697104677\n",
      "frozenset({'59', '2'}) --> frozenset({'39', '85'}) conf: 0.9274725274725275\n",
      "frozenset({'2'}) --> frozenset({'59', '39', '85'}) conf: 0.8022813688212929\n",
      "frozenset({'2', '85'}) --> frozenset({'59', '86'}) conf: 0.8193916349809887\n",
      "frozenset({'2', '86'}) --> frozenset({'59', '85'}) conf: 0.8585657370517928\n",
      "frozenset({'59', '2'}) --> frozenset({'86', '85'}) conf: 0.9472527472527473\n",
      "frozenset({'2'}) --> frozenset({'59', '86', '85'}) conf: 0.8193916349809887\n",
      "frozenset({'2', '85'}) --> frozenset({'59', '90'}) conf: 0.7775665399239544\n",
      "frozenset({'59', '2'}) --> frozenset({'90', '85'}) conf: 0.8989010989010989\n",
      "frozenset({'2', '90'}) --> frozenset({'59', '85'}) conf: 0.8891304347826087\n",
      "frozenset({'2'}) --> frozenset({'59', '90', '85'}) conf: 0.7775665399239544\n",
      "frozenset({'2', '85'}) --> frozenset({'86', '90'}) conf: 0.8288973384030418\n",
      "frozenset({'2', '86'}) --> frozenset({'90', '85'}) conf: 0.8685258964143426\n",
      "frozenset({'2', '90'}) --> frozenset({'86', '85'}) conf: 0.9478260869565216\n",
      "frozenset({'2'}) --> frozenset({'86', '90', '85'}) conf: 0.8288973384030418\n",
      "frozenset({'2', '85'}) --> frozenset({'39', '86'}) conf: 0.8859315589353612\n",
      "frozenset({'2', '86'}) --> frozenset({'39', '85'}) conf: 0.9282868525896415\n",
      "frozenset({'2', '39'}) --> frozenset({'86', '85'}) conf: 0.9510204081632654\n",
      "frozenset({'2'}) --> frozenset({'39', '86', '85'}) conf: 0.8859315589353612\n",
      "frozenset({'2', '85'}) --> frozenset({'39', '90'}) conf: 0.8060836501901141\n",
      "frozenset({'2', '39'}) --> frozenset({'90', '85'}) conf: 0.8653061224489796\n",
      "frozenset({'2', '90'}) --> frozenset({'39', '85'}) conf: 0.9217391304347825\n",
      "frozenset({'2'}) --> frozenset({'39', '90', '85'}) conf: 0.8060836501901141\n",
      "frozenset({'39', '85'}) --> frozenset({'34', '36'}) conf: 0.7744119743406986\n",
      "frozenset({'39', '36'}) --> frozenset({'34', '85'}) conf: 0.953906935908692\n",
      "frozenset({'34', '39'}) --> frozenset({'36', '85'}) conf: 0.8045168456127361\n",
      "frozenset({'39'}) --> frozenset({'34', '36', '85'}) conf: 0.7744119743406986\n",
      "frozenset({'39', '86'}) --> frozenset({'34', '36'}) conf: 0.8018450184501846\n",
      "frozenset({'39', '36'}) --> frozenset({'34', '86'}) conf: 0.953906935908692\n",
      "frozenset({'34', '39'}) --> frozenset({'86', '36'}) conf: 0.8045168456127361\n",
      "frozenset({'39'}) --> frozenset({'34', '86', '36'}) conf: 0.7744119743406986\n",
      "frozenset({'39', '85'}) --> frozenset({'34', '86'}) conf: 0.9625801853171776\n",
      "frozenset({'39', '86'}) --> frozenset({'34', '85'}) conf: 0.9966789667896679\n",
      "frozenset({'34', '39'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'39'}) --> frozenset({'34', '86', '85'}) conf: 0.9625801853171776\n",
      "frozenset({'39', '36'}) --> frozenset({'34', '90'}) conf: 0.8814749780509219\n",
      "frozenset({'39', '90'}) --> frozenset({'34', '36'}) conf: 0.8070739549839228\n",
      "frozenset({'34', '39'}) --> frozenset({'36', '90'}) conf: 0.743428359866716\n",
      "frozenset({'39'}) --> frozenset({'34', '36', '90'}) conf: 0.7156094084105489\n",
      "frozenset({'39', '85'}) --> frozenset({'34', '90'}) conf: 0.8524590163934428\n",
      "frozenset({'39', '90'}) --> frozenset({'34', '85'}) conf: 0.9614147909967846\n",
      "frozenset({'34', '39'}) --> frozenset({'90', '85'}) conf: 0.8855979266938171\n",
      "frozenset({'39'}) --> frozenset({'34', '90', '85'}) conf: 0.8524590163934428\n",
      "frozenset({'39', '86'}) --> frozenset({'34', '90'}) conf: 0.8826568265682658\n",
      "frozenset({'39', '90'}) --> frozenset({'34', '86'}) conf: 0.9614147909967846\n",
      "frozenset({'34', '39'}) --> frozenset({'86', '90'}) conf: 0.8855979266938171\n",
      "frozenset({'39'}) --> frozenset({'34', '86', '90'}) conf: 0.8524590163934428\n",
      "frozenset({'59', '39'}) --> frozenset({'34', '85'}) conf: 0.9465478841870824\n",
      "frozenset({'59', '39'}) --> frozenset({'34', '86'}) conf: 0.9465478841870824\n",
      "frozenset({'59', '39'}) --> frozenset({'86', '85'}) conf: 0.9465478841870824\n",
      "frozenset({'39', '85'}) --> frozenset({'86', '36'}) conf: 0.7776193870277976\n",
      "frozenset({'39', '86'}) --> frozenset({'36', '85'}) conf: 0.8051660516605166\n",
      "frozenset({'39', '36'}) --> frozenset({'86', '85'}) conf: 0.9578577699736611\n",
      "frozenset({'39'}) --> frozenset({'86', '36', '85'}) conf: 0.7776193870277976\n",
      "frozenset({'39', '85'}) --> frozenset({'36', '90'}) conf: 0.7498218104062723\n",
      "frozenset({'39', '36'}) --> frozenset({'90', '85'}) conf: 0.9236172080772608\n",
      "frozenset({'39', '90'}) --> frozenset({'36', '85'}) conf: 0.8456591639871381\n",
      "frozenset({'39'}) --> frozenset({'36', '90', '85'}) conf: 0.7498218104062723\n",
      "frozenset({'39', '86'}) --> frozenset({'36', '90'}) conf: 0.7409594095940959\n",
      "frozenset({'39', '36'}) --> frozenset({'86', '90'}) conf: 0.8814749780509219\n",
      "frozenset({'39', '90'}) --> frozenset({'86', '36'}) conf: 0.8070739549839228\n",
      "frozenset({'39'}) --> frozenset({'36', '86', '90'}) conf: 0.7156094084105489\n",
      "frozenset({'39', '85'}) --> frozenset({'86', '90'}) conf: 0.8524590163934428\n",
      "frozenset({'39', '86'}) --> frozenset({'90', '85'}) conf: 0.8826568265682658\n",
      "frozenset({'39', '90'}) --> frozenset({'86', '85'}) conf: 0.9614147909967846\n",
      "frozenset({'39'}) --> frozenset({'86', '90', '85'}) conf: 0.8524590163934428\n",
      "frozenset({'1', '85'}) --> frozenset({'34', '36'}) conf: 0.9668028600612871\n",
      "frozenset({'1', '36'}) --> frozenset({'34', '85'}) conf: 0.9952681388012619\n",
      "frozenset({'1', '34'}) --> frozenset({'36', '85'}) conf: 0.9712673165726013\n",
      "frozenset({'1'}) --> frozenset({'34', '36', '85'}) conf: 0.9668028600612871\n",
      "frozenset({'1', '86'}) --> frozenset({'34', '36'}) conf: 0.9687819856704197\n",
      "frozenset({'1', '36'}) --> frozenset({'34', '86'}) conf: 0.9952681388012619\n",
      "frozenset({'1', '34'}) --> frozenset({'86', '36'}) conf: 0.9712673165726013\n",
      "frozenset({'1'}) --> frozenset({'34', '86', '36'}) conf: 0.9668028600612871\n",
      "frozenset({'1', '85'}) --> frozenset({'34', '86'}) conf: 0.9933605720122575\n",
      "frozenset({'1', '86'}) --> frozenset({'34', '85'}) conf: 0.9953940634595702\n",
      "frozenset({'1', '34'}) --> frozenset({'86', '85'}) conf: 0.9979476654694716\n",
      "frozenset({'1'}) --> frozenset({'34', '86', '85'}) conf: 0.9933605720122575\n",
      "frozenset({'1', '36'}) --> frozenset({'34', '90'}) conf: 0.971608832807571\n",
      "frozenset({'1', '90'}) --> frozenset({'34', '36'}) conf: 0.9705882352941176\n",
      "frozenset({'1', '34'}) --> frozenset({'36', '90'}) conf: 0.948178553104156\n",
      "frozenset({'1'}) --> frozenset({'34', '36', '90'}) conf: 0.9438202247191012\n",
      "frozenset({'1', '85'}) --> frozenset({'34', '90'}) conf: 0.9724208375893769\n",
      "frozenset({'1', '90'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'1', '34'}) --> frozenset({'90', '85'}) conf: 0.9769112365315546\n",
      "frozenset({'1'}) --> frozenset({'34', '90', '85'}) conf: 0.9724208375893769\n",
      "frozenset({'1', '86'}) --> frozenset({'34', '90'}) conf: 0.9723643807574207\n",
      "frozenset({'1', '90'}) --> frozenset({'34', '86'}) conf: 0.9978991596638656\n",
      "frozenset({'1', '34'}) --> frozenset({'86', '90'}) conf: 0.9748589020010262\n",
      "frozenset({'1'}) --> frozenset({'34', '86', '90'}) conf: 0.9703779366700716\n",
      "frozenset({'23', '85'}) --> frozenset({'34', '36'}) conf: 0.9691943127962086\n",
      "frozenset({'23', '36'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'23', '34'}) --> frozenset({'36', '85'}) conf: 0.9691943127962086\n",
      "frozenset({'23'}) --> frozenset({'34', '36', '85'}) conf: 0.9691943127962086\n",
      "frozenset({'23', '86'}) --> frozenset({'34', '36'}) conf: 0.9691943127962086\n",
      "frozenset({'23', '36'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'23', '34'}) --> frozenset({'86', '36'}) conf: 0.9691943127962086\n",
      "frozenset({'23'}) --> frozenset({'34', '86', '36'}) conf: 0.9691943127962086\n",
      "frozenset({'23', '85'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'23', '86'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'23', '34'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'23'}) --> frozenset({'34', '86', '85'}) conf: 1.0\n",
      "frozenset({'52', '85'}) --> frozenset({'34', '86'}) conf: 0.9379977246871444\n",
      "frozenset({'52', '86'}) --> frozenset({'34', '85'}) conf: 0.994571773220748\n",
      "frozenset({'34', '52'}) --> frozenset({'86', '85'}) conf: 0.9975801572897762\n",
      "frozenset({'52'}) --> frozenset({'34', '86', '85'}) conf: 0.9379977246871444\n",
      "frozenset({'59', '36'}) --> frozenset({'34', '63'}) conf: 0.7884267631103073\n",
      "frozenset({'59', '63'}) --> frozenset({'34', '36'}) conf: 0.8392685274302213\n",
      "frozenset({'36', '63'}) --> frozenset({'59', '34'}) conf: 0.8336520076481836\n",
      "frozenset({'34', '63'}) --> frozenset({'59', '36'}) conf: 0.7352445193929174\n",
      "frozenset({'63'}) --> frozenset({'59', '34', '36'}) conf: 0.7066450567260939\n",
      "frozenset({'59', '85'}) --> frozenset({'34', '36'}) conf: 0.8176197836166923\n",
      "frozenset({'59', '36'}) --> frozenset({'34', '85'}) conf: 0.9566003616636526\n",
      "frozenset({'59', '34'}) --> frozenset({'36', '85'}) conf: 0.8491171749598715\n",
      "frozenset({'59'}) --> frozenset({'34', '36', '85'}) conf: 0.8176197836166923\n",
      "frozenset({'59', '85'}) --> frozenset({'34', '63'}) conf: 0.7658423493044823\n",
      "frozenset({'63', '85'}) --> frozenset({'59', '34'}) conf: 0.8030794165316045\n",
      "frozenset({'59', '63'}) --> frozenset({'34', '85'}) conf: 0.9538017324350337\n",
      "frozenset({'59', '34'}) --> frozenset({'63', '85'}) conf: 0.7953451043338684\n",
      "frozenset({'34', '63'}) --> frozenset({'59', '85'}) conf: 0.8355817875210794\n",
      "frozenset({'59'}) --> frozenset({'34', '63', '85'}) conf: 0.7658423493044823\n",
      "frozenset({'63'}) --> frozenset({'59', '34', '85'}) conf: 0.8030794165316045\n",
      "frozenset({'59', '86'}) --> frozenset({'34', '36'}) conf: 0.8491171749598715\n",
      "frozenset({'59', '36'}) --> frozenset({'34', '86'}) conf: 0.9566003616636526\n",
      "frozenset({'59', '34'}) --> frozenset({'86', '36'}) conf: 0.8491171749598715\n",
      "frozenset({'59'}) --> frozenset({'34', '86', '36'}) conf: 0.8176197836166923\n",
      "frozenset({'59', '86'}) --> frozenset({'34', '63'}) conf: 0.7953451043338684\n",
      "frozenset({'86', '63'}) --> frozenset({'59', '34'}) conf: 0.8355817875210794\n",
      "frozenset({'59', '63'}) --> frozenset({'34', '86'}) conf: 0.9538017324350337\n",
      "frozenset({'59', '34'}) --> frozenset({'86', '63'}) conf: 0.7953451043338684\n",
      "frozenset({'34', '63'}) --> frozenset({'59', '86'}) conf: 0.8355817875210794\n",
      "frozenset({'59'}) --> frozenset({'34', '86', '63'}) conf: 0.7658423493044823\n",
      "frozenset({'63'}) --> frozenset({'59', '34', '86'}) conf: 0.8030794165316045\n",
      "frozenset({'59', '85'}) --> frozenset({'34', '86'}) conf: 0.9629057187017002\n",
      "frozenset({'59', '86'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'59', '34'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'59'}) --> frozenset({'34', '86', '85'}) conf: 0.9629057187017002\n",
      "frozenset({'59', '36'}) --> frozenset({'34', '90'}) conf: 0.8896925858951175\n",
      "frozenset({'59', '90'}) --> frozenset({'34', '36'}) conf: 0.8310810810810811\n",
      "frozenset({'59', '34'}) --> frozenset({'36', '90'}) conf: 0.7897271268057785\n",
      "frozenset({'59'}) --> frozenset({'34', '36', '90'}) conf: 0.7604327666151469\n",
      "frozenset({'59', '63'}) --> frozenset({'34', '90'}) conf: 0.865255052935515\n",
      "frozenset({'59', '90'}) --> frozenset({'34', '63'}) conf: 0.7592905405405407\n",
      "frozenset({'63', '90'}) --> frozenset({'59', '34'}) conf: 0.7998220640569396\n",
      "frozenset({'59', '34'}) --> frozenset({'63', '90'}) conf: 0.7215088282504013\n",
      "frozenset({'34', '63'}) --> frozenset({'59', '90'}) conf: 0.758010118043845\n",
      "frozenset({'63'}) --> frozenset({'59', '34', '90'}) conf: 0.7285251215559156\n",
      "frozenset({'59', '85'}) --> frozenset({'34', '90'}) conf: 0.8778979907264296\n",
      "frozenset({'59', '90'}) --> frozenset({'34', '85'}) conf: 0.9594594594594594\n",
      "frozenset({'59', '34'}) --> frozenset({'90', '85'}) conf: 0.9117174959871588\n",
      "frozenset({'59'}) --> frozenset({'34', '90', '85'}) conf: 0.8778979907264296\n",
      "frozenset({'59', '86'}) --> frozenset({'34', '90'}) conf: 0.9117174959871588\n",
      "frozenset({'59', '90'}) --> frozenset({'34', '86'}) conf: 0.9594594594594594\n",
      "frozenset({'59', '34'}) --> frozenset({'86', '90'}) conf: 0.9117174959871588\n",
      "frozenset({'59'}) --> frozenset({'34', '86', '90'}) conf: 0.8778979907264296\n",
      "frozenset({'93', '85'}) --> frozenset({'59', '34'}) conf: 0.875\n",
      "frozenset({'59', '93'}) --> frozenset({'34', '85'}) conf: 0.9475982532751092\n",
      "frozenset({'34', '93'}) --> frozenset({'59', '85'}) conf: 0.9194915254237288\n",
      "frozenset({'93'}) --> frozenset({'59', '34', '85'}) conf: 0.875\n",
      "frozenset({'93', '86'}) --> frozenset({'59', '34'}) conf: 0.9194915254237288\n",
      "frozenset({'59', '93'}) --> frozenset({'34', '86'}) conf: 0.9475982532751092\n",
      "frozenset({'34', '93'}) --> frozenset({'59', '86'}) conf: 0.9194915254237288\n",
      "frozenset({'93'}) --> frozenset({'59', '34', '86'}) conf: 0.875\n",
      "frozenset({'63', '85'}) --> frozenset({'34', '36'}) conf: 0.8087520259319286\n",
      "frozenset({'36', '63'}) --> frozenset({'34', '85'}) conf: 0.954110898661568\n",
      "frozenset({'34', '63'}) --> frozenset({'36', '85'}) conf: 0.8414839797639123\n",
      "frozenset({'63'}) --> frozenset({'34', '36', '85'}) conf: 0.8087520259319286\n",
      "frozenset({'86', '63'}) --> frozenset({'34', '36'}) conf: 0.8414839797639123\n",
      "frozenset({'36', '63'}) --> frozenset({'34', '86'}) conf: 0.954110898661568\n",
      "frozenset({'34', '63'}) --> frozenset({'86', '36'}) conf: 0.8414839797639123\n",
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      "frozenset({'63'}) --> frozenset({'34', '36', '90'}) conf: 0.7487844408427876\n",
      "frozenset({'59', '85'}) --> frozenset({'36', '63'}) conf: 0.7109737248840804\n",
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      "frozenset({'67', '85'}) --> frozenset({'34', '86'}) conf: 1.0\n",
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      "frozenset({'67', '85'}) --> frozenset({'59', '34'}) conf: 0.7401433691756272\n",
      "frozenset({'67', '59'}) --> frozenset({'34', '85'}) conf: 1.0\n",
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      "frozenset({'67', '59'}) --> frozenset({'34', '86'}) conf: 1.0\n",
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      "frozenset({'67', '85'}) --> frozenset({'59', '86'}) conf: 0.7401433691756272\n",
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      "frozenset({'67', '59'}) --> frozenset({'86', '85'}) conf: 1.0\n",
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      "frozenset({'76', '85'}) --> frozenset({'34', '86'}) conf: 1.0\n",
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      "frozenset({'76', '34'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'76'}) --> frozenset({'34', '86', '85'}) conf: 1.0\n",
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      "frozenset({'76', '90'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'76', '34'}) --> frozenset({'90', '85'}) conf: 0.8886861313868614\n",
      "frozenset({'76'}) --> frozenset({'34', '90', '85'}) conf: 0.8886861313868614\n",
      "frozenset({'76', '86'}) --> frozenset({'34', '90'}) conf: 0.8886861313868614\n",
      "frozenset({'76', '90'}) --> frozenset({'34', '86'}) conf: 1.0\n",
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      "frozenset({'76', '85'}) --> frozenset({'59', '34'}) conf: 0.7481751824817519\n",
      "frozenset({'59', '76'}) --> frozenset({'34', '85'}) conf: 1.0\n",
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      "frozenset({'59', '76'}) --> frozenset({'34', '86'}) conf: 1.0\n",
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      "frozenset({'59', '76'}) --> frozenset({'86', '85'}) conf: 1.0\n",
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      "frozenset({'67', '34'}) --> frozenset({'76', '86'}) conf: 0.7885304659498208\n",
      "frozenset({'67', '76'}) --> frozenset({'34', '86'}) conf: 1.0\n",
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      "frozenset({'67', '76'}) --> frozenset({'86', '85'}) conf: 1.0\n",
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      "frozenset({'1', '85'}) --> frozenset({'86', '36'}) conf: 0.9713993871297243\n",
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      "frozenset({'1', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'1'}) --> frozenset({'86', '36', '85'}) conf: 0.9713993871297243\n",
      "frozenset({'1', '85'}) --> frozenset({'36', '90'}) conf: 0.9438202247191012\n",
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      "frozenset({'23', '85'}) --> frozenset({'86', '36'}) conf: 0.9691943127962086\n",
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      "frozenset({'23', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'23'}) --> frozenset({'86', '36', '85'}) conf: 0.9691943127962086\n",
      "frozenset({'3', '85'}) --> frozenset({'34', '86'}) conf: 0.9852297592997813\n",
      "frozenset({'86', '3'}) --> frozenset({'34', '85'}) conf: 0.9983370288248337\n",
      "frozenset({'34', '3'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'3'}) --> frozenset({'34', '86', '85'}) conf: 0.9852297592997813\n",
      "frozenset({'86', '85'}) --> frozenset({'34', '36'}) conf: 0.8331650681474003\n",
      "frozenset({'36', '85'}) --> frozenset({'34', '86'}) conf: 0.9691720493247211\n",
      "frozenset({'86', '36'}) --> frozenset({'34', '85'}) conf: 0.9972809667673717\n",
      "frozenset({'34', '85'}) --> frozenset({'86', '36'}) conf: 0.834217841799343\n",
      "frozenset({'34', '86'}) --> frozenset({'36', '85'}) conf: 0.8350619782443715\n",
      "frozenset({'34', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'85'}) --> frozenset({'34', '86', '36'}) conf: 0.8126538650910882\n",
      "frozenset({'86'}) --> frozenset({'34', '36', '85'}) conf: 0.8331650681474003\n",
      "frozenset({'36'}) --> frozenset({'34', '86', '85'}) conf: 0.9691720493247211\n",
      "frozenset({'34'}) --> frozenset({'86', '36', '85'}) conf: 0.834217841799343\n",
      "frozenset({'63', '85'}) --> frozenset({'34', '86'}) conf: 0.9611021069692057\n",
      "frozenset({'86', '63'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '63'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'63'}) --> frozenset({'34', '86', '85'}) conf: 0.9611021069692057\n",
      "frozenset({'3', '85'}) --> frozenset({'34', '90'}) conf: 0.9343544857768054\n",
      "frozenset({'90', '3'}) --> frozenset({'34', '85'}) conf: 0.9861431870669747\n",
      "frozenset({'34', '3'}) --> frozenset({'90', '85'}) conf: 0.9483620210993893\n",
      "frozenset({'3'}) --> frozenset({'34', '90', '85'}) conf: 0.9343544857768054\n",
      "frozenset({'36', '85'}) --> frozenset({'34', '90'}) conf: 0.920728126834997\n",
      "frozenset({'90', '85'}) --> frozenset({'34', '36'}) conf: 0.8376068376068376\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "frozenset({'36', '90'}) --> frozenset({'34', '85'}) conf: 0.9702970297029703\n",
      "frozenset({'34', '85'}) --> frozenset({'36', '90'}) conf: 0.7925195855446044\n",
      "frozenset({'34', '36'}) --> frozenset({'90', '85'}) conf: 0.9500151469251741\n",
      "frozenset({'34', '90'}) --> frozenset({'36', '85'}) conf: 0.8596491228070176\n",
      "frozenset({'85'}) --> frozenset({'34', '36', '90'}) conf: 0.7720334810438207\n",
      "frozenset({'36'}) --> frozenset({'34', '90', '85'}) conf: 0.920728126834997\n",
      "frozenset({'90'}) --> frozenset({'34', '36', '85'}) conf: 0.8376068376068376\n",
      "frozenset({'34'}) --> frozenset({'36', '90', '85'}) conf: 0.7925195855446044\n",
      "frozenset({'63', '85'}) --> frozenset({'34', '90'}) conf: 0.8719611021069692\n",
      "frozenset({'63', '90'}) --> frozenset({'34', '85'}) conf: 0.9572953736654805\n",
      "frozenset({'34', '63'}) --> frozenset({'90', '85'}) conf: 0.9072512647554807\n",
      "frozenset({'63'}) --> frozenset({'34', '90', '85'}) conf: 0.8719611021069692\n",
      "frozenset({'93', '85'}) --> frozenset({'34', '36'}) conf: 0.8286290322580645\n",
      "frozenset({'93', '36'}) --> frozenset({'34', '85'}) conf: 0.9448275862068966\n",
      "frozenset({'34', '93'}) --> frozenset({'36', '85'}) conf: 0.8707627118644068\n",
      "frozenset({'93'}) --> frozenset({'34', '36', '85'}) conf: 0.8286290322580645\n",
      "frozenset({'93', '85'}) --> frozenset({'34', '63'}) conf: 0.8266129032258065\n",
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      "frozenset({'63'}) --> frozenset({'36', '90', '85'}) conf: 0.7876823338735818\n",
      "frozenset({'59', '85'}) --> frozenset({'86', '36'}) conf: 0.8176197836166923\n",
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      "frozenset({'34', '36'}) --> frozenset({'86', '90'}) conf: 0.9500151469251741\n",
      "frozenset({'34', '90'}) --> frozenset({'86', '36'}) conf: 0.8596491228070176\n",
      "frozenset({'86'}) --> frozenset({'34', '36', '90'}) conf: 0.7915194346289752\n",
      "frozenset({'36'}) --> frozenset({'34', '86', '90'}) conf: 0.920728126834997\n",
      "frozenset({'90'}) --> frozenset({'34', '86', '36'}) conf: 0.8376068376068376\n",
      "frozenset({'34'}) --> frozenset({'36', '86', '90'}) conf: 0.7925195855446044\n",
      "frozenset({'86', '63'}) --> frozenset({'34', '90'}) conf: 0.9072512647554807\n",
      "frozenset({'63', '90'}) --> frozenset({'34', '86'}) conf: 0.9572953736654805\n",
      "frozenset({'34', '63'}) --> frozenset({'86', '90'}) conf: 0.9072512647554807\n",
      "frozenset({'63'}) --> frozenset({'34', '86', '90'}) conf: 0.8719611021069692\n",
      "frozenset({'86', '85'}) --> frozenset({'34', '90'}) conf: 0.9197375063099444\n",
      "frozenset({'90', '85'}) --> frozenset({'34', '86'}) conf: 0.9732905982905983\n",
      "frozenset({'86', '90'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '85'}) --> frozenset({'86', '90'}) conf: 0.9208996714682841\n",
      "frozenset({'34', '86'}) --> frozenset({'90', '85'}) conf: 0.9218315203642803\n",
      "frozenset({'34', '90'}) --> frozenset({'86', '85'}) conf: 0.9989035087719298\n",
      "frozenset({'85'}) --> frozenset({'34', '86', '90'}) conf: 0.897095027080256\n",
      "frozenset({'86'}) --> frozenset({'34', '90', '85'}) conf: 0.9197375063099444\n",
      "frozenset({'90'}) --> frozenset({'34', '86', '85'}) conf: 0.9732905982905983\n",
      "frozenset({'34'}) --> frozenset({'86', '90', '85'}) conf: 0.9208996714682841\n",
      "frozenset({'93', '86'}) --> frozenset({'34', '36'}) conf: 0.8707627118644068\n",
      "frozenset({'93', '36'}) --> frozenset({'34', '86'}) conf: 0.9448275862068966\n",
      "frozenset({'34', '93'}) --> frozenset({'86', '36'}) conf: 0.8707627118644068\n",
      "frozenset({'93'}) --> frozenset({'34', '86', '36'}) conf: 0.8286290322580645\n",
      "frozenset({'93', '86'}) --> frozenset({'34', '63'}) conf: 0.8686440677966102\n",
      "frozenset({'93', '63'}) --> frozenset({'34', '86'}) conf: 0.9447004608294931\n",
      "frozenset({'34', '93'}) --> frozenset({'86', '63'}) conf: 0.8686440677966102\n",
      "frozenset({'93'}) --> frozenset({'34', '86', '63'}) conf: 0.8266129032258065\n",
      "frozenset({'93', '85'}) --> frozenset({'34', '86'}) conf: 0.9516129032258065\n",
      "frozenset({'93', '86'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '93'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'93'}) --> frozenset({'34', '86', '85'}) conf: 0.9516129032258065\n",
      "frozenset({'93', '86'}) --> frozenset({'34', '90'}) conf: 0.8919491525423728\n",
      "frozenset({'93', '90'}) --> frozenset({'34', '86'}) conf: 0.9460674157303371\n",
      "frozenset({'34', '93'}) --> frozenset({'86', '90'}) conf: 0.8919491525423728\n",
      "frozenset({'93'}) --> frozenset({'34', '86', '90'}) conf: 0.8487903225806451\n",
      "frozenset({'59', '86'}) --> frozenset({'36', '90'}) conf: 0.7897271268057785\n",
      "frozenset({'59', '36'}) --> frozenset({'86', '90'}) conf: 0.8896925858951175\n",
      "frozenset({'59', '90'}) --> frozenset({'86', '36'}) conf: 0.8310810810810811\n",
      "frozenset({'59'}) --> frozenset({'36', '86', '90'}) conf: 0.7604327666151469\n",
      "frozenset({'59', '86'}) --> frozenset({'63', '90'}) conf: 0.7215088282504013\n",
      "frozenset({'86', '63'}) --> frozenset({'59', '90'}) conf: 0.758010118043845\n",
      "frozenset({'59', '63'}) --> frozenset({'86', '90'}) conf: 0.865255052935515\n",
      "frozenset({'59', '90'}) --> frozenset({'86', '63'}) conf: 0.7592905405405407\n",
      "frozenset({'63', '90'}) --> frozenset({'59', '86'}) conf: 0.7998220640569396\n",
      "frozenset({'63'}) --> frozenset({'59', '86', '90'}) conf: 0.7285251215559156\n",
      "frozenset({'59', '85'}) --> frozenset({'86', '90'}) conf: 0.8778979907264296\n",
      "frozenset({'59', '86'}) --> frozenset({'90', '85'}) conf: 0.9117174959871588\n",
      "frozenset({'59', '90'}) --> frozenset({'86', '85'}) conf: 0.9594594594594594\n",
      "frozenset({'59'}) --> frozenset({'86', '90', '85'}) conf: 0.8778979907264296\n",
      "frozenset({'93', '85'}) --> frozenset({'59', '86'}) conf: 0.875\n",
      "frozenset({'93', '86'}) --> frozenset({'59', '85'}) conf: 0.9194915254237288\n",
      "frozenset({'59', '93'}) --> frozenset({'86', '85'}) conf: 0.9475982532751092\n",
      "frozenset({'93'}) --> frozenset({'59', '86', '85'}) conf: 0.875\n",
      "frozenset({'63', '85'}) --> frozenset({'86', '36'}) conf: 0.8087520259319286\n",
      "frozenset({'86', '63'}) --> frozenset({'36', '85'}) conf: 0.8414839797639123\n",
      "frozenset({'36', '63'}) --> frozenset({'86', '85'}) conf: 0.954110898661568\n",
      "frozenset({'63'}) --> frozenset({'86', '36', '85'}) conf: 0.8087520259319286\n",
      "frozenset({'86', '63'}) --> frozenset({'36', '90'}) conf: 0.779089376053963\n",
      "frozenset({'36', '63'}) --> frozenset({'86', '90'}) conf: 0.8833652007648184\n",
      "frozenset({'63', '90'}) --> frozenset({'86', '36'}) conf: 0.8220640569395018\n",
      "frozenset({'63'}) --> frozenset({'36', '86', '90'}) conf: 0.7487844408427876\n",
      "frozenset({'67', '85'}) --> frozenset({'86', '90'}) conf: 0.8906810035842294\n",
      "frozenset({'67', '86'}) --> frozenset({'90', '85'}) conf: 0.8906810035842294\n",
      "frozenset({'67', '90'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'67'}) --> frozenset({'86', '90', '85'}) conf: 0.8906810035842294\n",
      "frozenset({'76', '85'}) --> frozenset({'86', '90'}) conf: 0.8886861313868614\n",
      "frozenset({'76', '86'}) --> frozenset({'90', '85'}) conf: 0.8886861313868614\n",
      "frozenset({'76', '90'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'76'}) --> frozenset({'86', '90', '85'}) conf: 0.8886861313868614\n",
      "frozenset({'3', '85'}) --> frozenset({'86', '90'}) conf: 0.9343544857768054\n",
      "frozenset({'86', '3'}) --> frozenset({'90', '85'}) conf: 0.9467849223946785\n",
      "frozenset({'90', '3'}) --> frozenset({'86', '85'}) conf: 0.9861431870669747\n",
      "frozenset({'3'}) --> frozenset({'86', '90', '85'}) conf: 0.9343544857768054\n",
      "frozenset({'86', '85'}) --> frozenset({'36', '90'}) conf: 0.7915194346289752\n",
      "frozenset({'36', '85'}) --> frozenset({'86', '90'}) conf: 0.920728126834997\n",
      "frozenset({'86', '36'}) --> frozenset({'90', '85'}) conf: 0.9474320241691843\n",
      "frozenset({'90', '85'}) --> frozenset({'86', '36'}) conf: 0.8376068376068376\n",
      "frozenset({'86', '90'}) --> frozenset({'36', '85'}) conf: 0.8605927552140504\n",
      "frozenset({'36', '90'}) --> frozenset({'86', '85'}) conf: 0.9702970297029703\n",
      "frozenset({'86'}) --> frozenset({'36', '90', '85'}) conf: 0.7915194346289752\n",
      "frozenset({'85'}) --> frozenset({'36', '86', '90'}) conf: 0.7720334810438207\n",
      "frozenset({'36'}) --> frozenset({'86', '90', '85'}) conf: 0.920728126834997\n",
      "frozenset({'90'}) --> frozenset({'86', '36', '85'}) conf: 0.8376068376068376\n",
      "frozenset({'63', '85'}) --> frozenset({'86', '90'}) conf: 0.8719611021069692\n",
      "frozenset({'86', '63'}) --> frozenset({'90', '85'}) conf: 0.9072512647554807\n",
      "frozenset({'63', '90'}) --> frozenset({'86', '85'}) conf: 0.9572953736654805\n",
      "frozenset({'63'}) --> frozenset({'86', '90', '85'}) conf: 0.8719611021069692\n",
      "frozenset({'93', '85'}) --> frozenset({'34', '90'}) conf: 0.8487903225806451\n",
      "frozenset({'93', '90'}) --> frozenset({'34', '85'}) conf: 0.9460674157303371\n",
      "frozenset({'34', '93'}) --> frozenset({'90', '85'}) conf: 0.8919491525423728\n",
      "frozenset({'93'}) --> frozenset({'34', '90', '85'}) conf: 0.8487903225806451\n",
      "frozenset({'59', '90'}) --> frozenset({'93', '85'}) conf: 0.7212837837837839\n",
      "frozenset({'93', '85'}) --> frozenset({'59', '90'}) conf: 0.8608870967741936\n",
      "frozenset({'59', '93'}) --> frozenset({'90', '85'}) conf: 0.9323144104803495\n",
      "frozenset({'93', '90'}) --> frozenset({'59', '85'}) conf: 0.9595505617977529\n",
      "frozenset({'93'}) --> frozenset({'59', '90', '85'}) conf: 0.8608870967741936\n",
      "frozenset({'93', '85'}) --> frozenset({'86', '36'}) conf: 0.8286290322580645\n",
      "frozenset({'93', '86'}) --> frozenset({'36', '85'}) conf: 0.8707627118644068\n",
      "frozenset({'93', '36'}) --> frozenset({'86', '85'}) conf: 0.9448275862068966\n",
      "frozenset({'93'}) --> frozenset({'86', '36', '85'}) conf: 0.8286290322580645\n",
      "frozenset({'93', '85'}) --> frozenset({'86', '63'}) conf: 0.8266129032258065\n",
      "frozenset({'93', '86'}) --> frozenset({'63', '85'}) conf: 0.8686440677966102\n",
      "frozenset({'93', '63'}) --> frozenset({'86', '85'}) conf: 0.9447004608294931\n",
      "frozenset({'93'}) --> frozenset({'86', '63', '85'}) conf: 0.8266129032258065\n",
      "frozenset({'93', '85'}) --> frozenset({'36', '90'}) conf: 0.8467741935483871\n",
      "frozenset({'93', '36'}) --> frozenset({'90', '85'}) conf: 0.9655172413793104\n",
      "frozenset({'93', '90'}) --> frozenset({'36', '85'}) conf: 0.9438202247191012\n",
      "frozenset({'93'}) --> frozenset({'36', '90', '85'}) conf: 0.8467741935483871\n",
      "frozenset({'93', '85'}) --> frozenset({'86', '90'}) conf: 0.8487903225806451\n",
      "frozenset({'93', '86'}) --> frozenset({'90', '85'}) conf: 0.8919491525423728\n",
      "frozenset({'93', '90'}) --> frozenset({'86', '85'}) conf: 0.9460674157303371\n",
      "frozenset({'93'}) --> frozenset({'86', '90', '85'}) conf: 0.8487903225806451\n",
      "frozenset({'1', '90', '85'}) --> frozenset({'34', '24'}) conf: 0.8550420168067228\n",
      "frozenset({'24', '90', '85'}) --> frozenset({'1', '34'}) conf: 0.7386569872958257\n",
      "frozenset({'1', '24', '85'}) --> frozenset({'34', '90'}) conf: 0.9890643985419199\n",
      "frozenset({'1', '24', '90'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'1', '34', '85'}) --> frozenset({'24', '90'}) conf: 0.8353001539250898\n",
      "frozenset({'1', '34', '90'}) --> frozenset({'24', '85'}) conf: 0.8550420168067228\n",
      "frozenset({'34', '24', '85'}) --> frozenset({'1', '90'}) conf: 0.7174966945791097\n",
      "frozenset({'34', '24', '90'}) --> frozenset({'1', '85'}) conf: 0.7722960151802658\n",
      "frozenset({'1', '34', '24'}) --> frozenset({'90', '85'}) conf: 0.9945021380574222\n",
      "frozenset({'1', '85'}) --> frozenset({'34', '24', '90'}) conf: 0.8314606741573034\n",
      "frozenset({'1', '90'}) --> frozenset({'34', '24', '85'}) conf: 0.8550420168067228\n",
      "frozenset({'24', '90'}) --> frozenset({'1', '34', '85'}) conf: 0.7386569872958257\n",
      "frozenset({'1', '24'}) --> frozenset({'34', '90', '85'}) conf: 0.9890643985419199\n",
      "frozenset({'1', '34'}) --> frozenset({'24', '90', '85'}) conf: 0.8353001539250898\n",
      "frozenset({'34', '24'}) --> frozenset({'1', '90', '85'}) conf: 0.7174966945791097\n",
      "frozenset({'1'}) --> frozenset({'34', '90', '24', '85'}) conf: 0.8314606741573034\n",
      "frozenset({'1', '86', '85'}) --> frozenset({'34', '24'}) conf: 0.8357215967246674\n",
      "frozenset({'85', '24', '86'}) --> frozenset({'1', '34'}) conf: 0.7181178540017591\n",
      "frozenset({'1', '24', '85'}) --> frozenset({'34', '86'}) conf: 0.9921020656136088\n",
      "frozenset({'1', '24', '86'}) --> frozenset({'34', '85'}) conf: 0.9945188794153471\n",
      "frozenset({'1', '34', '85'}) --> frozenset({'24', '86'}) conf: 0.8378655720882504\n",
      "frozenset({'1', '34', '86'}) --> frozenset({'24', '85'}) conf: 0.8395886889460155\n",
      "frozenset({'34', '24', '85'}) --> frozenset({'1', '86'}) conf: 0.7197003085059498\n",
      "frozenset({'34', '24', '86'}) --> frozenset({'1', '85'}) conf: 0.720971302428256\n",
      "frozenset({'1', '34', '24'}) --> frozenset({'86', '85'}) conf: 0.9975565058032987\n",
      "frozenset({'1', '85'}) --> frozenset({'34', '24', '86'}) conf: 0.8340143003064352\n",
      "frozenset({'1', '86'}) --> frozenset({'34', '24', '85'}) conf: 0.8357215967246674\n",
      "frozenset({'24', '86'}) --> frozenset({'1', '34', '85'}) conf: 0.7181178540017591\n",
      "frozenset({'1', '24'}) --> frozenset({'34', '86', '85'}) conf: 0.9921020656136088\n",
      "frozenset({'1', '34'}) --> frozenset({'85', '24', '86'}) conf: 0.8378655720882504\n",
      "frozenset({'34', '24'}) --> frozenset({'1', '86', '85'}) conf: 0.7197003085059498\n",
      "frozenset({'1'}) --> frozenset({'34', '85', '24', '86'}) conf: 0.8340143003064352\n",
      "frozenset({'56', '90', '86'}) --> frozenset({'34', '36'}) conf: 0.9321663019693655\n",
      "frozenset({'56', '36', '86'}) --> frozenset({'34', '90'}) conf: 0.9659863945578231\n",
      "frozenset({'90', '56', '36'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'34', '56', '86'}) --> frozenset({'90', '36'}) conf: 0.9025423728813559\n",
      "frozenset({'34', '56', '90'}) --> frozenset({'86', '36'}) conf: 0.9321663019693655\n",
      "frozenset({'34', '56', '36'}) --> frozenset({'86', '90'}) conf: 0.9659863945578231\n",
      "frozenset({'56', '86'}) --> frozenset({'34', '90', '36'}) conf: 0.9025423728813559\n",
      "frozenset({'56', '90'}) --> frozenset({'34', '86', '36'}) conf: 0.9321663019693655\n",
      "frozenset({'56', '36'}) --> frozenset({'34', '86', '90'}) conf: 0.9659863945578231\n",
      "frozenset({'34', '56'}) --> frozenset({'90', '86', '36'}) conf: 0.9025423728813559\n",
      "frozenset({'56'}) --> frozenset({'34', '36', '90', '86'}) conf: 0.9025423728813559\n",
      "frozenset({'56', '90', '85'}) --> frozenset({'34', '36'}) conf: 0.9321663019693655\n",
      "frozenset({'56', '36', '85'}) --> frozenset({'34', '90'}) conf: 0.9659863945578231\n",
      "frozenset({'90', '56', '36'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '56', '85'}) --> frozenset({'90', '36'}) conf: 0.9025423728813559\n",
      "frozenset({'34', '56', '90'}) --> frozenset({'36', '85'}) conf: 0.9321663019693655\n",
      "frozenset({'34', '56', '36'}) --> frozenset({'90', '85'}) conf: 0.9659863945578231\n",
      "frozenset({'56', '85'}) --> frozenset({'34', '90', '36'}) conf: 0.9025423728813559\n",
      "frozenset({'56', '90'}) --> frozenset({'34', '36', '85'}) conf: 0.9321663019693655\n",
      "frozenset({'56', '36'}) --> frozenset({'34', '90', '85'}) conf: 0.9659863945578231\n",
      "frozenset({'34', '56'}) --> frozenset({'90', '36', '85'}) conf: 0.9025423728813559\n",
      "frozenset({'56'}) --> frozenset({'34', '90', '36', '85'}) conf: 0.9025423728813559\n",
      "frozenset({'85', '56', '86'}) --> frozenset({'34', '36'}) conf: 0.934322033898305\n",
      "frozenset({'56', '36', '85'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'56', '36', '86'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '56', '85'}) --> frozenset({'86', '36'}) conf: 0.934322033898305\n",
      "frozenset({'34', '56', '86'}) --> frozenset({'36', '85'}) conf: 0.934322033898305\n",
      "frozenset({'34', '56', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'56', '85'}) --> frozenset({'34', '86', '36'}) conf: 0.934322033898305\n",
      "frozenset({'56', '86'}) --> frozenset({'34', '36', '85'}) conf: 0.934322033898305\n",
      "frozenset({'56', '36'}) --> frozenset({'34', '86', '85'}) conf: 1.0\n",
      "frozenset({'34', '56'}) --> frozenset({'86', '36', '85'}) conf: 0.934322033898305\n",
      "frozenset({'56'}) --> frozenset({'34', '36', '86', '85'}) conf: 0.934322033898305\n",
      "frozenset({'39', '56', '86'}) --> frozenset({'34', '90'}) conf: 0.965034965034965\n",
      "frozenset({'56', '90', '86'}) --> frozenset({'34', '39'}) conf: 0.9059080962800875\n",
      "frozenset({'39', '56', '90'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'34', '56', '86'}) --> frozenset({'39', '90'}) conf: 0.8771186440677965\n",
      "frozenset({'34', '39', '56'}) --> frozenset({'86', '90'}) conf: 0.965034965034965\n",
      "frozenset({'34', '56', '90'}) --> frozenset({'39', '86'}) conf: 0.9059080962800875\n",
      "frozenset({'56', '86'}) --> frozenset({'34', '39', '90'}) conf: 0.8771186440677965\n",
      "frozenset({'39', '56'}) --> frozenset({'34', '86', '90'}) conf: 0.965034965034965\n",
      "frozenset({'56', '90'}) --> frozenset({'34', '39', '86'}) conf: 0.9059080962800875\n",
      "frozenset({'34', '56'}) --> frozenset({'39', '86', '90'}) conf: 0.8771186440677965\n",
      "frozenset({'56'}) --> frozenset({'34', '90', '39', '86'}) conf: 0.8771186440677965\n",
      "frozenset({'39', '56', '85'}) --> frozenset({'34', '90'}) conf: 0.965034965034965\n",
      "frozenset({'56', '90', '85'}) --> frozenset({'34', '39'}) conf: 0.9059080962800875\n",
      "frozenset({'39', '56', '90'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '56', '85'}) --> frozenset({'39', '90'}) conf: 0.8771186440677965\n",
      "frozenset({'34', '39', '56'}) --> frozenset({'90', '85'}) conf: 0.965034965034965\n",
      "frozenset({'34', '56', '90'}) --> frozenset({'39', '85'}) conf: 0.9059080962800875\n",
      "frozenset({'56', '85'}) --> frozenset({'34', '39', '90'}) conf: 0.8771186440677965\n",
      "frozenset({'39', '56'}) --> frozenset({'34', '90', '85'}) conf: 0.965034965034965\n",
      "frozenset({'56', '90'}) --> frozenset({'34', '39', '85'}) conf: 0.9059080962800875\n",
      "frozenset({'34', '56'}) --> frozenset({'39', '90', '85'}) conf: 0.8771186440677965\n",
      "frozenset({'56'}) --> frozenset({'34', '90', '39', '85'}) conf: 0.8771186440677965\n",
      "frozenset({'85', '56', '86'}) --> frozenset({'34', '39'}) conf: 0.9088983050847458\n",
      "frozenset({'39', '56', '85'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'39', '56', '86'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '56', '85'}) --> frozenset({'39', '86'}) conf: 0.9088983050847458\n",
      "frozenset({'34', '56', '86'}) --> frozenset({'39', '85'}) conf: 0.9088983050847458\n",
      "frozenset({'34', '39', '56'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'56', '85'}) --> frozenset({'34', '39', '86'}) conf: 0.9088983050847458\n",
      "frozenset({'56', '86'}) --> frozenset({'34', '39', '85'}) conf: 0.9088983050847458\n",
      "frozenset({'39', '56'}) --> frozenset({'34', '86', '85'}) conf: 1.0\n",
      "frozenset({'34', '56'}) --> frozenset({'39', '86', '85'}) conf: 0.9088983050847458\n",
      "frozenset({'56'}) --> frozenset({'34', '39', '86', '85'}) conf: 0.9088983050847458\n",
      "frozenset({'39', '56', '90'}) --> frozenset({'34', '36'}) conf: 1.0\n",
      "frozenset({'90', '39', '36'}) --> frozenset({'34', '56'}) conf: 0.7870722433460077\n",
      "frozenset({'39', '56', '36'}) --> frozenset({'34', '90'}) conf: 0.965034965034965\n",
      "frozenset({'90', '56', '36'}) --> frozenset({'34', '39'}) conf: 0.971830985915493\n",
      "frozenset({'34', '39', '56'}) --> frozenset({'90', '36'}) conf: 0.965034965034965\n",
      "frozenset({'34', '56', '90'}) --> frozenset({'39', '36'}) conf: 0.9059080962800875\n",
      "frozenset({'34', '39', '36'}) --> frozenset({'56', '90'}) conf: 0.7620800736309249\n",
      "frozenset({'34', '56', '36'}) --> frozenset({'39', '90'}) conf: 0.9387755102040816\n",
      "frozenset({'39', '56'}) --> frozenset({'34', '90', '36'}) conf: 0.965034965034965\n",
      "frozenset({'56', '90'}) --> frozenset({'34', '39', '36'}) conf: 0.9059080962800875\n",
      "frozenset({'39', '36'}) --> frozenset({'34', '56', '90'}) conf: 0.7269534679543459\n",
      "frozenset({'56', '36'}) --> frozenset({'34', '39', '90'}) conf: 0.9387755102040816\n",
      "frozenset({'34', '56'}) --> frozenset({'90', '39', '36'}) conf: 0.8771186440677965\n",
      "frozenset({'56'}) --> frozenset({'34', '36', '90', '39'}) conf: 0.8771186440677965\n",
      "frozenset({'39', '56', '86'}) --> frozenset({'34', '36'}) conf: 1.0\n",
      "frozenset({'39', '86', '36'}) --> frozenset({'34', '56'}) conf: 0.7864344637946838\n",
      "frozenset({'56', '36', '86'}) --> frozenset({'34', '39'}) conf: 0.9727891156462585\n",
      "frozenset({'39', '56', '36'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'34', '56', '86'}) --> frozenset({'39', '36'}) conf: 0.9088983050847458\n",
      "frozenset({'34', '39', '56'}) --> frozenset({'86', '36'}) conf: 1.0\n",
      "frozenset({'34', '39', '36'}) --> frozenset({'56', '86'}) conf: 0.7896916705016106\n",
      "frozenset({'34', '56', '36'}) --> frozenset({'39', '86'}) conf: 0.9727891156462585\n",
      "frozenset({'56', '86'}) --> frozenset({'34', '39', '36'}) conf: 0.9088983050847458\n",
      "frozenset({'39', '56'}) --> frozenset({'34', '86', '36'}) conf: 1.0\n",
      "frozenset({'39', '36'}) --> frozenset({'34', '56', '86'}) conf: 0.7532923617208078\n",
      "frozenset({'56', '36'}) --> frozenset({'34', '39', '86'}) conf: 0.9727891156462585\n",
      "frozenset({'34', '56'}) --> frozenset({'39', '86', '36'}) conf: 0.9088983050847458\n",
      "frozenset({'56'}) --> frozenset({'34', '36', '39', '86'}) conf: 0.9088983050847458\n",
      "frozenset({'39', '56', '85'}) --> frozenset({'34', '36'}) conf: 1.0\n",
      "frozenset({'39', '36', '85'}) --> frozenset({'34', '56'}) conf: 0.7532923617208078\n",
      "frozenset({'56', '36', '85'}) --> frozenset({'34', '39'}) conf: 0.9727891156462585\n",
      "frozenset({'39', '56', '36'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '56', '85'}) --> frozenset({'39', '36'}) conf: 0.9088983050847458\n",
      "frozenset({'34', '39', '56'}) --> frozenset({'36', '85'}) conf: 1.0\n",
      "frozenset({'34', '39', '36'}) --> frozenset({'56', '85'}) conf: 0.7896916705016106\n",
      "frozenset({'34', '56', '36'}) --> frozenset({'39', '85'}) conf: 0.9727891156462585\n",
      "frozenset({'56', '85'}) --> frozenset({'34', '39', '36'}) conf: 0.9088983050847458\n",
      "frozenset({'39', '56'}) --> frozenset({'34', '36', '85'}) conf: 1.0\n",
      "frozenset({'39', '36'}) --> frozenset({'34', '56', '85'}) conf: 0.7532923617208078\n",
      "frozenset({'56', '36'}) --> frozenset({'34', '39', '85'}) conf: 0.9727891156462585\n",
      "frozenset({'34', '56'}) --> frozenset({'39', '36', '85'}) conf: 0.9088983050847458\n",
      "frozenset({'56'}) --> frozenset({'34', '36', '39', '85'}) conf: 0.9088983050847458\n",
      "frozenset({'85', '56', '86'}) --> frozenset({'39', '90'}) conf: 0.8771186440677965\n",
      "frozenset({'39', '56', '85'}) --> frozenset({'86', '90'}) conf: 0.965034965034965\n",
      "frozenset({'39', '56', '86'}) --> frozenset({'90', '85'}) conf: 0.965034965034965\n",
      "frozenset({'56', '90', '85'}) --> frozenset({'39', '86'}) conf: 0.9059080962800875\n",
      "frozenset({'56', '90', '86'}) --> frozenset({'39', '85'}) conf: 0.9059080962800875\n",
      "frozenset({'39', '56', '90'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'56', '85'}) --> frozenset({'39', '86', '90'}) conf: 0.8771186440677965\n",
      "frozenset({'56', '86'}) --> frozenset({'39', '90', '85'}) conf: 0.8771186440677965\n",
      "frozenset({'39', '56'}) --> frozenset({'86', '90', '85'}) conf: 0.965034965034965\n",
      "frozenset({'56', '90'}) --> frozenset({'39', '86', '85'}) conf: 0.9059080962800875\n",
      "frozenset({'56'}) --> frozenset({'90', '39', '86', '85'}) conf: 0.8771186440677965\n",
      "frozenset({'85', '56', '86'}) --> frozenset({'39', '36'}) conf: 0.9088983050847458\n",
      "frozenset({'39', '56', '85'}) --> frozenset({'86', '36'}) conf: 1.0\n",
      "frozenset({'39', '56', '86'}) --> frozenset({'36', '85'}) conf: 1.0\n",
      "frozenset({'39', '36', '85'}) --> frozenset({'56', '86'}) conf: 0.7532923617208078\n",
      "frozenset({'39', '86', '36'}) --> frozenset({'56', '85'}) conf: 0.7864344637946838\n",
      "frozenset({'56', '36', '85'}) --> frozenset({'39', '86'}) conf: 0.9727891156462585\n",
      "frozenset({'56', '36', '86'}) --> frozenset({'39', '85'}) conf: 0.9727891156462585\n",
      "frozenset({'39', '56', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'56', '85'}) --> frozenset({'39', '86', '36'}) conf: 0.9088983050847458\n",
      "frozenset({'56', '86'}) --> frozenset({'39', '36', '85'}) conf: 0.9088983050847458\n",
      "frozenset({'39', '56'}) --> frozenset({'86', '36', '85'}) conf: 1.0\n",
      "frozenset({'39', '36'}) --> frozenset({'85', '56', '86'}) conf: 0.7532923617208078\n",
      "frozenset({'56', '36'}) --> frozenset({'39', '86', '85'}) conf: 0.9727891156462585\n",
      "frozenset({'56'}) --> frozenset({'36', '39', '86', '85'}) conf: 0.9088983050847458\n",
      "frozenset({'39', '56', '86'}) --> frozenset({'90', '36'}) conf: 0.965034965034965\n",
      "frozenset({'56', '90', '86'}) --> frozenset({'39', '36'}) conf: 0.9059080962800875\n",
      "frozenset({'39', '56', '90'}) --> frozenset({'86', '36'}) conf: 1.0\n",
      "frozenset({'39', '86', '36'}) --> frozenset({'56', '90'}) conf: 0.7589367552703942\n",
      "frozenset({'90', '39', '36'}) --> frozenset({'56', '86'}) conf: 0.7870722433460077\n",
      "frozenset({'56', '36', '86'}) --> frozenset({'39', '90'}) conf: 0.9387755102040816\n",
      "frozenset({'39', '56', '36'}) --> frozenset({'86', '90'}) conf: 0.965034965034965\n",
      "frozenset({'90', '56', '36'}) --> frozenset({'39', '86'}) conf: 0.971830985915493\n",
      "frozenset({'56', '86'}) --> frozenset({'90', '39', '36'}) conf: 0.8771186440677965\n",
      "frozenset({'56', '90'}) --> frozenset({'39', '86', '36'}) conf: 0.9059080962800875\n",
      "frozenset({'39', '56'}) --> frozenset({'90', '86', '36'}) conf: 0.965034965034965\n",
      "frozenset({'39', '36'}) --> frozenset({'56', '90', '86'}) conf: 0.7269534679543459\n",
      "frozenset({'56', '36'}) --> frozenset({'39', '86', '90'}) conf: 0.9387755102040816\n",
      "frozenset({'56'}) --> frozenset({'36', '90', '39', '86'}) conf: 0.8771186440677965\n",
      "frozenset({'39', '56', '85'}) --> frozenset({'90', '36'}) conf: 0.965034965034965\n",
      "frozenset({'56', '90', '85'}) --> frozenset({'39', '36'}) conf: 0.9059080962800875\n",
      "frozenset({'39', '56', '90'}) --> frozenset({'36', '85'}) conf: 1.0\n",
      "frozenset({'39', '36', '85'}) --> frozenset({'56', '90'}) conf: 0.7269534679543459\n",
      "frozenset({'90', '39', '36'}) --> frozenset({'56', '85'}) conf: 0.7870722433460077\n",
      "frozenset({'56', '36', '85'}) --> frozenset({'39', '90'}) conf: 0.9387755102040816\n",
      "frozenset({'39', '56', '36'}) --> frozenset({'90', '85'}) conf: 0.965034965034965\n",
      "frozenset({'90', '56', '36'}) --> frozenset({'39', '85'}) conf: 0.971830985915493\n",
      "frozenset({'39', '56'}) --> frozenset({'90', '36', '85'}) conf: 0.965034965034965\n",
      "frozenset({'56', '85'}) --> frozenset({'90', '39', '36'}) conf: 0.8771186440677965\n",
      "frozenset({'56', '90'}) --> frozenset({'39', '36', '85'}) conf: 0.9059080962800875\n",
      "frozenset({'39', '36'}) --> frozenset({'56', '90', '85'}) conf: 0.7269534679543459\n",
      "frozenset({'56', '36'}) --> frozenset({'39', '90', '85'}) conf: 0.9387755102040816\n",
      "frozenset({'56'}) --> frozenset({'90', '36', '39', '85'}) conf: 0.8771186440677965\n",
      "frozenset({'85', '56', '86'}) --> frozenset({'90', '36'}) conf: 0.9025423728813559\n",
      "frozenset({'56', '90', '85'}) --> frozenset({'86', '36'}) conf: 0.9321663019693655\n",
      "frozenset({'56', '90', '86'}) --> frozenset({'36', '85'}) conf: 0.9321663019693655\n",
      "frozenset({'56', '36', '85'}) --> frozenset({'86', '90'}) conf: 0.9659863945578231\n",
      "frozenset({'56', '36', '86'}) --> frozenset({'90', '85'}) conf: 0.9659863945578231\n",
      "frozenset({'90', '56', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'56', '86'}) --> frozenset({'90', '36', '85'}) conf: 0.9025423728813559\n",
      "frozenset({'56', '85'}) --> frozenset({'90', '86', '36'}) conf: 0.9025423728813559\n",
      "frozenset({'56', '90'}) --> frozenset({'86', '36', '85'}) conf: 0.9321663019693655\n",
      "frozenset({'56', '36'}) --> frozenset({'86', '90', '85'}) conf: 0.9659863945578231\n",
      "frozenset({'56'}) --> frozenset({'90', '36', '86', '85'}) conf: 0.9025423728813559\n",
      "frozenset({'86', '53', '85'}) --> frozenset({'90', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '90', '85'}) --> frozenset({'86', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '86', '90'}) --> frozenset({'36', '85'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '36', '85'}) --> frozenset({'86', '90'}) conf: 1.0\n",
      "frozenset({'53', '86', '36'}) --> frozenset({'90', '85'}) conf: 1.0\n",
      "frozenset({'53', '90', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'86', '53'}) --> frozenset({'90', '36', '85'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '85'}) --> frozenset({'90', '86', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '90'}) --> frozenset({'86', '36', '85'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '36'}) --> frozenset({'86', '90', '85'}) conf: 1.0\n",
      "frozenset({'53'}) --> frozenset({'90', '36', '86', '85'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '86', '90'}) --> frozenset({'34', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '86', '36'}) --> frozenset({'34', '90'}) conf: 1.0\n",
      "frozenset({'53', '90', '36'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'34', '86', '53'}) --> frozenset({'90', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '34', '90'}) --> frozenset({'86', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '34', '36'}) --> frozenset({'86', '90'}) conf: 1.0\n",
      "frozenset({'86', '53'}) --> frozenset({'34', '90', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '90'}) --> frozenset({'34', '86', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '36'}) --> frozenset({'34', '86', '90'}) conf: 1.0\n",
      "frozenset({'34', '53'}) --> frozenset({'90', '86', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'53'}) --> frozenset({'34', '36', '90', '86'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '90', '85'}) --> frozenset({'34', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '36', '85'}) --> frozenset({'34', '90'}) conf: 1.0\n",
      "frozenset({'53', '90', '36'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '53', '85'}) --> frozenset({'90', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '34', '90'}) --> frozenset({'36', '85'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '34', '36'}) --> frozenset({'90', '85'}) conf: 1.0\n",
      "frozenset({'53', '85'}) --> frozenset({'34', '90', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '90'}) --> frozenset({'34', '36', '85'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '36'}) --> frozenset({'34', '90', '85'}) conf: 1.0\n",
      "frozenset({'34', '53'}) --> frozenset({'90', '36', '85'}) conf: 0.8124999999999999\n",
      "frozenset({'53'}) --> frozenset({'34', '90', '36', '85'}) conf: 0.8124999999999999\n",
      "frozenset({'86', '53', '85'}) --> frozenset({'34', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '36', '85'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'53', '86', '36'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '53', '85'}) --> frozenset({'86', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'34', '86', '53'}) --> frozenset({'36', '85'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '34', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'53', '85'}) --> frozenset({'34', '86', '36'}) conf: 0.8124999999999999\n",
      "frozenset({'86', '53'}) --> frozenset({'34', '36', '85'}) conf: 0.8124999999999999\n",
      "frozenset({'53', '36'}) --> frozenset({'34', '86', '85'}) conf: 1.0\n",
      "frozenset({'34', '53'}) --> frozenset({'86', '36', '85'}) conf: 0.8124999999999999\n",
      "frozenset({'53'}) --> frozenset({'34', '36', '86', '85'}) conf: 0.8124999999999999\n",
      "frozenset({'85', '56', '86'}) --> frozenset({'34', '90'}) conf: 0.9682203389830508\n",
      "frozenset({'56', '90', '85'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'56', '90', '86'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '56', '85'}) --> frozenset({'86', '90'}) conf: 0.9682203389830508\n",
      "frozenset({'34', '56', '86'}) --> frozenset({'90', '85'}) conf: 0.9682203389830508\n",
      "frozenset({'34', '56', '90'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'56', '85'}) --> frozenset({'34', '86', '90'}) conf: 0.9682203389830508\n",
      "frozenset({'56', '86'}) --> frozenset({'34', '90', '85'}) conf: 0.9682203389830508\n",
      "frozenset({'56', '90'}) --> frozenset({'34', '86', '85'}) conf: 1.0\n",
      "frozenset({'34', '56'}) --> frozenset({'86', '90', '85'}) conf: 0.9682203389830508\n",
      "frozenset({'56'}) --> frozenset({'34', '90', '86', '85'}) conf: 0.9682203389830508\n",
      "frozenset({'24', '90', '86'}) --> frozenset({'34', '36'}) conf: 0.7832699619771863\n",
      "frozenset({'24', '36', '86'}) --> frozenset({'34', '90'}) conf: 0.9844683393070489\n",
      "frozenset({'90', '24', '36'}) --> frozenset({'34', '86'}) conf: 0.944954128440367\n",
      "frozenset({'34', '24', '86'}) --> frozenset({'90', '36'}) conf: 0.7275938189845474\n",
      "frozenset({'34', '24', '90'}) --> frozenset({'86', '36'}) conf: 0.7817836812144213\n",
      "frozenset({'34', '24', '36'}) --> frozenset({'86', '90'}) conf: 0.9897897897897897\n",
      "frozenset({'24', '86'}) --> frozenset({'34', '90', '36'}) conf: 0.7247141600703606\n",
      "frozenset({'24', '90'}) --> frozenset({'34', '86', '36'}) conf: 0.7477313974591651\n",
      "frozenset({'24', '36'}) --> frozenset({'34', '86', '90'}) conf: 0.9310734463276836\n",
      "frozenset({'34', '24'}) --> frozenset({'90', '86', '36'}) conf: 0.7263111502864698\n",
      "frozenset({'24', '90', '85'}) --> frozenset({'34', '36'}) conf: 0.7477313974591651\n",
      "frozenset({'24', '36', '85'}) --> frozenset({'34', '90'}) conf: 0.9310734463276836\n",
      "frozenset({'90', '24', '36'}) --> frozenset({'34', '85'}) conf: 0.944954128440367\n",
      "frozenset({'34', '24', '85'}) --> frozenset({'90', '36'}) conf: 0.7263111502864698\n",
      "frozenset({'34', '24', '90'}) --> frozenset({'36', '85'}) conf: 0.7817836812144213\n",
      "frozenset({'34', '24', '36'}) --> frozenset({'90', '85'}) conf: 0.9897897897897897\n",
      "frozenset({'24', '90'}) --> frozenset({'34', '36', '85'}) conf: 0.7477313974591651\n",
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      "frozenset({'34', '24'}) --> frozenset({'90', '36', '85'}) conf: 0.7263111502864698\n",
      "frozenset({'85', '24', '86'}) --> frozenset({'34', '36'}) conf: 0.7321899736147758\n",
      "frozenset({'24', '36', '85'}) --> frozenset({'34', '86'}) conf: 0.940677966101695\n",
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      "frozenset({'34', '24', '85'}) --> frozenset({'86', '36'}) conf: 0.7338034376377259\n",
      "frozenset({'34', '24', '86'}) --> frozenset({'36', '85'}) conf: 0.7350993377483444\n",
      "frozenset({'34', '24', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'24', '85'}) --> frozenset({'34', '86', '36'}) conf: 0.7013479359730413\n",
      "frozenset({'24', '86'}) --> frozenset({'34', '36', '85'}) conf: 0.7321899736147758\n",
      "frozenset({'24', '36'}) --> frozenset({'34', '86', '85'}) conf: 0.940677966101695\n",
      "frozenset({'34', '24'}) --> frozenset({'86', '36', '85'}) conf: 0.7338034376377259\n",
      "frozenset({'24'}) --> frozenset({'34', '36', '86', '85'}) conf: 0.7013479359730413\n",
      "frozenset({'85', '24', '86'}) --> frozenset({'90', '36'}) conf: 0.7247141600703606\n",
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      "frozenset({'24', '36'}) --> frozenset({'86', '90', '85'}) conf: 0.9310734463276836\n",
      "frozenset({'110', '86', '85'}) --> frozenset({'90', '36'}) conf: 0.9290060851926977\n",
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      "frozenset({'110', '86', '85'}) --> frozenset({'34', '90'}) conf: 0.9776876267748479\n",
      "frozenset({'110', '90', '85'}) --> frozenset({'34', '86'}) conf: 0.9757085020242915\n",
      "frozenset({'110', '86', '90'}) --> frozenset({'34', '85'}) conf: 1.0\n",
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      "frozenset({'110', '85'}) --> frozenset({'34', '86', '90'}) conf: 0.9544554455445545\n",
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      "frozenset({'110', '86', '90'}) --> frozenset({'34', '36'}) conf: 0.950207468879668\n",
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      "frozenset({'110', '34'}) --> frozenset({'90', '86', '36'}) conf: 0.9290060851926977\n",
      "frozenset({'110'}) --> frozenset({'34', '36', '90', '86'}) conf: 0.9069306930693068\n",
      "frozenset({'110', '90', '85'}) --> frozenset({'34', '36'}) conf: 0.9271255060728745\n",
      "frozenset({'110', '36', '85'}) --> frozenset({'34', '90'}) conf: 0.9521829521829521\n",
      "frozenset({'110', '90', '36'}) --> frozenset({'34', '85'}) conf: 0.9744680851063828\n",
      "frozenset({'110', '34', '85'}) --> frozenset({'90', '36'}) conf: 0.9290060851926977\n",
      "frozenset({'110', '34', '90'}) --> frozenset({'36', '85'}) conf: 0.950207468879668\n",
      "frozenset({'110', '34', '36'}) --> frozenset({'90', '85'}) conf: 0.976545842217484\n",
      "frozenset({'110', '85'}) --> frozenset({'34', '90', '36'}) conf: 0.9069306930693068\n",
      "frozenset({'110', '90'}) --> frozenset({'34', '36', '85'}) conf: 0.9271255060728745\n",
      "frozenset({'110', '36'}) --> frozenset({'34', '90', '85'}) conf: 0.9521829521829521\n",
      "frozenset({'110', '34'}) --> frozenset({'90', '36', '85'}) conf: 0.9290060851926977\n",
      "frozenset({'110'}) --> frozenset({'34', '90', '36', '85'}) conf: 0.9069306930693068\n",
      "frozenset({'110', '86', '85'}) --> frozenset({'34', '36'}) conf: 0.9513184584178498\n",
      "frozenset({'110', '36', '85'}) --> frozenset({'34', '86'}) conf: 0.9750519750519749\n",
      "frozenset({'110', '86', '36'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'110', '34', '85'}) --> frozenset({'86', '36'}) conf: 0.9513184584178498\n",
      "frozenset({'110', '34', '86'}) --> frozenset({'36', '85'}) conf: 0.9513184584178498\n",
      "frozenset({'110', '34', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'110', '85'}) --> frozenset({'34', '86', '36'}) conf: 0.9287128712871286\n",
      "frozenset({'110', '86'}) --> frozenset({'34', '36', '85'}) conf: 0.9513184584178498\n",
      "frozenset({'110', '36'}) --> frozenset({'34', '86', '85'}) conf: 0.9750519750519749\n",
      "frozenset({'110', '34'}) --> frozenset({'86', '36', '85'}) conf: 0.9513184584178498\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "frozenset({'110'}) --> frozenset({'34', '36', '86', '85'}) conf: 0.9287128712871286\n",
      "frozenset({'86', '53', '85'}) --> frozenset({'34', '90'}) conf: 1.0\n",
      "frozenset({'53', '90', '85'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'53', '86', '90'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '53', '85'}) --> frozenset({'86', '90'}) conf: 1.0\n",
      "frozenset({'34', '86', '53'}) --> frozenset({'90', '85'}) conf: 1.0\n",
      "frozenset({'53', '34', '90'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'53', '85'}) --> frozenset({'34', '86', '90'}) conf: 1.0\n",
      "frozenset({'86', '53'}) --> frozenset({'34', '90', '85'}) conf: 1.0\n",
      "frozenset({'53', '90'}) --> frozenset({'34', '86', '85'}) conf: 1.0\n",
      "frozenset({'34', '53'}) --> frozenset({'86', '90', '85'}) conf: 1.0\n",
      "frozenset({'53'}) --> frozenset({'34', '90', '86', '85'}) conf: 1.0\n",
      "frozenset({'85', '24', '86'}) --> frozenset({'34', '90'}) conf: 0.9252418645558487\n",
      "frozenset({'24', '90', '85'}) --> frozenset({'34', '86'}) conf: 0.954627949183303\n",
      "frozenset({'24', '90', '86'}) --> frozenset({'34', '85'}) conf: 1.0\n",
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      "frozenset({'34', '24', '90'}) --> frozenset({'86', '85'}) conf: 0.9981024667931689\n",
      "frozenset({'24', '85'}) --> frozenset({'34', '86', '90'}) conf: 0.8862679022746419\n",
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      "frozenset({'24', '90'}) --> frozenset({'34', '86', '85'}) conf: 0.954627949183303\n",
      "frozenset({'34', '24'}) --> frozenset({'86', '90', '85'}) conf: 0.9272807404142793\n",
      "frozenset({'24'}) --> frozenset({'34', '90', '86', '85'}) conf: 0.8862679022746419\n",
      "frozenset({'39', '86', '85'}) --> frozenset({'90', '36'}) conf: 0.7409594095940959\n",
      "frozenset({'39', '90', '85'}) --> frozenset({'86', '36'}) conf: 0.8070739549839228\n",
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      "frozenset({'90', '39', '36'}) --> frozenset({'86', '85'}) conf: 0.9543726235741445\n",
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      "frozenset({'39'}) --> frozenset({'90', '36', '86', '85'}) conf: 0.7156094084105489\n",
      "frozenset({'59', '39', '85'}) --> frozenset({'34', '86'}) conf: 0.9465478841870824\n",
      "frozenset({'59', '39', '86'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'59', '34', '39'}) --> frozenset({'86', '85'}) conf: 1.0\n",
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      "frozenset({'2', '39', '86'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '2', '85'}) --> frozenset({'39', '86'}) conf: 0.9282868525896415\n",
      "frozenset({'34', '2', '86'}) --> frozenset({'39', '85'}) conf: 0.9282868525896415\n",
      "frozenset({'34', '39', '2'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'2', '85'}) --> frozenset({'34', '39', '86'}) conf: 0.8859315589353612\n",
      "frozenset({'2', '86'}) --> frozenset({'34', '39', '85'}) conf: 0.9282868525896415\n",
      "frozenset({'2', '39'}) --> frozenset({'34', '86', '85'}) conf: 0.9510204081632654\n",
      "frozenset({'34', '2'}) --> frozenset({'39', '86', '85'}) conf: 0.9282868525896415\n",
      "frozenset({'2'}) --> frozenset({'34', '39', '86', '85'}) conf: 0.8859315589353612\n",
      "frozenset({'93', '86', '85'}) --> frozenset({'34', '90'}) conf: 0.8919491525423728\n",
      "frozenset({'93', '90', '85'}) --> frozenset({'34', '86'}) conf: 0.9460674157303371\n",
      "frozenset({'93', '86', '90'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '93', '85'}) --> frozenset({'86', '90'}) conf: 0.8919491525423728\n",
      "frozenset({'34', '86', '93'}) --> frozenset({'90', '85'}) conf: 0.8919491525423728\n",
      "frozenset({'34', '90', '93'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'93', '85'}) --> frozenset({'34', '86', '90'}) conf: 0.8487903225806451\n",
      "frozenset({'93', '86'}) --> frozenset({'34', '90', '85'}) conf: 0.8919491525423728\n",
      "frozenset({'93', '90'}) --> frozenset({'34', '86', '85'}) conf: 0.9460674157303371\n",
      "frozenset({'34', '93'}) --> frozenset({'86', '90', '85'}) conf: 0.8919491525423728\n",
      "frozenset({'93'}) --> frozenset({'34', '90', '86', '85'}) conf: 0.8487903225806451\n",
      "frozenset({'86', '3', '85'}) --> frozenset({'34', '90'}) conf: 0.9467849223946785\n",
      "frozenset({'85', '90', '3'}) --> frozenset({'34', '86'}) conf: 0.9861431870669747\n",
      "frozenset({'86', '90', '3'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '3', '85'}) --> frozenset({'86', '90'}) conf: 0.9483620210993893\n",
      "frozenset({'34', '86', '3'}) --> frozenset({'90', '85'}) conf: 0.9483620210993893\n",
      "frozenset({'34', '90', '3'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'3', '85'}) --> frozenset({'34', '86', '90'}) conf: 0.9343544857768054\n",
      "frozenset({'86', '3'}) --> frozenset({'34', '90', '85'}) conf: 0.9467849223946785\n",
      "frozenset({'90', '3'}) --> frozenset({'34', '86', '85'}) conf: 0.9861431870669747\n",
      "frozenset({'34', '3'}) --> frozenset({'86', '90', '85'}) conf: 0.9483620210993893\n",
      "frozenset({'3'}) --> frozenset({'34', '90', '86', '85'}) conf: 0.9343544857768054\n",
      "frozenset({'59', '86', '85'}) --> frozenset({'90', '63'}) conf: 0.7215088282504013\n",
      "frozenset({'59', '90', '85'}) --> frozenset({'86', '63'}) conf: 0.7592905405405407\n",
      "frozenset({'59', '86', '90'}) --> frozenset({'63', '85'}) conf: 0.7913732394366199\n",
      "frozenset({'86', '63', '85'}) --> frozenset({'59', '90'}) conf: 0.758010118043845\n",
      "frozenset({'90', '63', '85'}) --> frozenset({'59', '86'}) conf: 0.7998220640569396\n",
      "frozenset({'90', '86', '63'}) --> frozenset({'59', '85'}) conf: 0.8355018587360595\n",
      "frozenset({'59', '63', '85'}) --> frozenset({'86', '90'}) conf: 0.865255052935515\n",
      "frozenset({'59', '86', '63'}) --> frozenset({'90', '85'}) conf: 0.9071644803229062\n",
      "frozenset({'59', '90', '63'}) --> frozenset({'86', '85'}) conf: 0.9493136219640972\n",
      "frozenset({'59', '86'}) --> frozenset({'90', '63', '85'}) conf: 0.7215088282504013\n",
      "frozenset({'59', '90'}) --> frozenset({'86', '63', '85'}) conf: 0.7592905405405407\n",
      "frozenset({'63', '85'}) --> frozenset({'59', '86', '90'}) conf: 0.7285251215559156\n",
      "frozenset({'86', '63'}) --> frozenset({'59', '90', '85'}) conf: 0.758010118043845\n",
      "frozenset({'90', '63'}) --> frozenset({'59', '86', '85'}) conf: 0.7998220640569396\n",
      "frozenset({'59', '63'}) --> frozenset({'86', '90', '85'}) conf: 0.865255052935515\n",
      "frozenset({'63'}) --> frozenset({'90', '59', '86', '85'}) conf: 0.7285251215559156\n",
      "frozenset({'59', '86', '85'}) --> frozenset({'90', '36'}) conf: 0.7897271268057785\n",
      "frozenset({'59', '90', '85'}) --> frozenset({'86', '36'}) conf: 0.8310810810810811\n",
      "frozenset({'59', '86', '90'}) --> frozenset({'36', '85'}) conf: 0.8661971830985916\n",
      "frozenset({'59', '36', '85'}) --> frozenset({'86', '90'}) conf: 0.8896925858951175\n",
      "frozenset({'59', '86', '36'}) --> frozenset({'90', '85'}) conf: 0.9300567107750474\n",
      "frozenset({'59', '90', '36'}) --> frozenset({'86', '85'}) conf: 0.9534883720930233\n",
      "frozenset({'59', '86'}) --> frozenset({'90', '36', '85'}) conf: 0.7897271268057785\n",
      "frozenset({'59', '85'}) --> frozenset({'90', '86', '36'}) conf: 0.7604327666151469\n",
      "frozenset({'59', '90'}) --> frozenset({'86', '36', '85'}) conf: 0.8310810810810811\n",
      "frozenset({'59', '36'}) --> frozenset({'86', '90', '85'}) conf: 0.8896925858951175\n",
      "frozenset({'59'}) --> frozenset({'90', '36', '86', '85'}) conf: 0.7604327666151469\n",
      "frozenset({'86', '63', '85'}) --> frozenset({'90', '36'}) conf: 0.779089376053963\n",
      "frozenset({'90', '63', '85'}) --> frozenset({'86', '36'}) conf: 0.8220640569395018\n",
      "frozenset({'90', '86', '63'}) --> frozenset({'36', '85'}) conf: 0.8587360594795539\n",
      "frozenset({'36', '63', '85'}) --> frozenset({'86', '90'}) conf: 0.8833652007648184\n",
      "frozenset({'36', '63', '86'}) --> frozenset({'90', '85'}) conf: 0.9258517034068137\n",
      "frozenset({'90', '36', '63'}) --> frozenset({'86', '85'}) conf: 0.9506172839506173\n",
      "frozenset({'86', '63'}) --> frozenset({'90', '36', '85'}) conf: 0.779089376053963\n",
      "frozenset({'63', '85'}) --> frozenset({'90', '86', '36'}) conf: 0.7487844408427876\n",
      "frozenset({'90', '63'}) --> frozenset({'86', '36', '85'}) conf: 0.8220640569395018\n",
      "frozenset({'36', '63'}) --> frozenset({'86', '90', '85'}) conf: 0.8833652007648184\n",
      "frozenset({'63'}) --> frozenset({'90', '36', '86', '85'}) conf: 0.7487844408427876\n",
      "frozenset({'93', '86', '85'}) --> frozenset({'34', '63'}) conf: 0.8686440677966102\n",
      "frozenset({'93', '63', '85'}) --> frozenset({'34', '86'}) conf: 0.9447004608294931\n",
      "frozenset({'93', '86', '63'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '93', '85'}) --> frozenset({'86', '63'}) conf: 0.8686440677966102\n",
      "frozenset({'34', '86', '93'}) --> frozenset({'63', '85'}) conf: 0.8686440677966102\n",
      "frozenset({'63', '34', '93'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'93', '85'}) --> frozenset({'34', '86', '63'}) conf: 0.8266129032258065\n",
      "frozenset({'93', '86'}) --> frozenset({'34', '63', '85'}) conf: 0.8686440677966102\n",
      "frozenset({'93', '63'}) --> frozenset({'34', '86', '85'}) conf: 0.9447004608294931\n",
      "frozenset({'34', '93'}) --> frozenset({'86', '63', '85'}) conf: 0.8686440677966102\n",
      "frozenset({'93'}) --> frozenset({'34', '63', '86', '85'}) conf: 0.8266129032258065\n",
      "frozenset({'93', '86', '85'}) --> frozenset({'34', '36'}) conf: 0.8707627118644068\n",
      "frozenset({'93', '36', '85'}) --> frozenset({'34', '86'}) conf: 0.9448275862068966\n",
      "frozenset({'93', '86', '36'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '93', '85'}) --> frozenset({'86', '36'}) conf: 0.8707627118644068\n",
      "frozenset({'34', '86', '93'}) --> frozenset({'36', '85'}) conf: 0.8707627118644068\n",
      "frozenset({'34', '36', '93'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'93', '85'}) --> frozenset({'34', '86', '36'}) conf: 0.8286290322580645\n",
      "frozenset({'93', '86'}) --> frozenset({'34', '36', '85'}) conf: 0.8707627118644068\n",
      "frozenset({'93', '36'}) --> frozenset({'34', '86', '85'}) conf: 0.9448275862068966\n",
      "frozenset({'34', '93'}) --> frozenset({'86', '36', '85'}) conf: 0.8707627118644068\n",
      "frozenset({'93'}) --> frozenset({'34', '36', '86', '85'}) conf: 0.8286290322580645\n",
      "frozenset({'86', '63', '85'}) --> frozenset({'34', '90'}) conf: 0.9072512647554807\n",
      "frozenset({'90', '63', '85'}) --> frozenset({'34', '86'}) conf: 0.9572953736654805\n",
      "frozenset({'90', '86', '63'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '63', '85'}) --> frozenset({'86', '90'}) conf: 0.9072512647554807\n",
      "frozenset({'34', '86', '63'}) --> frozenset({'90', '85'}) conf: 0.9072512647554807\n",
      "frozenset({'34', '90', '63'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'63', '85'}) --> frozenset({'34', '86', '90'}) conf: 0.8719611021069692\n",
      "frozenset({'86', '63'}) --> frozenset({'34', '90', '85'}) conf: 0.9072512647554807\n",
      "frozenset({'90', '63'}) --> frozenset({'34', '86', '85'}) conf: 0.9572953736654805\n",
      "frozenset({'34', '63'}) --> frozenset({'86', '90', '85'}) conf: 0.9072512647554807\n",
      "frozenset({'63'}) --> frozenset({'34', '90', '86', '85'}) conf: 0.8719611021069692\n",
      "frozenset({'86', '90', '85'}) --> frozenset({'34', '36'}) conf: 0.8605927552140504\n",
      "frozenset({'86', '36', '85'}) --> frozenset({'34', '90'}) conf: 0.9474320241691843\n",
      "frozenset({'90', '36', '85'}) --> frozenset({'34', '86'}) conf: 0.9702970297029703\n",
      "frozenset({'90', '86', '36'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '86', '85'}) --> frozenset({'90', '36'}) conf: 0.793321527953453\n",
      "frozenset({'34', '90', '85'}) --> frozenset({'86', '36'}) conf: 0.8596491228070176\n",
      "frozenset({'34', '86', '90'}) --> frozenset({'36', '85'}) conf: 0.8605927552140504\n",
      "frozenset({'34', '36', '85'}) --> frozenset({'86', '90'}) conf: 0.9500151469251741\n",
      "frozenset({'34', '86', '36'}) --> frozenset({'90', '85'}) conf: 0.9500151469251741\n",
      "frozenset({'34', '90', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'86', '85'}) --> frozenset({'34', '90', '36'}) conf: 0.7915194346289752\n",
      "frozenset({'90', '85'}) --> frozenset({'34', '86', '36'}) conf: 0.8376068376068376\n",
      "frozenset({'86', '90'}) --> frozenset({'34', '36', '85'}) conf: 0.8605927552140504\n",
      "frozenset({'36', '85'}) --> frozenset({'34', '86', '90'}) conf: 0.920728126834997\n",
      "frozenset({'86', '36'}) --> frozenset({'34', '90', '85'}) conf: 0.9474320241691843\n",
      "frozenset({'90', '36'}) --> frozenset({'34', '86', '85'}) conf: 0.9702970297029703\n",
      "frozenset({'34', '86'}) --> frozenset({'90', '36', '85'}) conf: 0.793321527953453\n",
      "frozenset({'34', '85'}) --> frozenset({'90', '86', '36'}) conf: 0.7925195855446044\n",
      "frozenset({'34', '90'}) --> frozenset({'86', '36', '85'}) conf: 0.8596491228070176\n",
      "frozenset({'34', '36'}) --> frozenset({'86', '90', '85'}) conf: 0.9500151469251741\n",
      "frozenset({'86'}) --> frozenset({'34', '90', '36', '85'}) conf: 0.7915194346289752\n",
      "frozenset({'85'}) --> frozenset({'34', '36', '90', '86'}) conf: 0.7720334810438207\n",
      "frozenset({'90'}) --> frozenset({'34', '36', '86', '85'}) conf: 0.8376068376068376\n",
      "frozenset({'36'}) --> frozenset({'34', '90', '86', '85'}) conf: 0.920728126834997\n",
      "frozenset({'34'}) --> frozenset({'90', '36', '86', '85'}) conf: 0.7925195855446044\n",
      "frozenset({'1', '86', '85'}) --> frozenset({'90', '36'}) conf: 0.9457523029682703\n",
      "frozenset({'1', '90', '85'}) --> frozenset({'86', '36'}) conf: 0.9705882352941176\n",
      "frozenset({'1', '86', '90'}) --> frozenset({'36', '85'}) conf: 0.9726315789473684\n",
      "frozenset({'1', '36', '85'}) --> frozenset({'86', '90'}) conf: 0.971608832807571\n",
      "frozenset({'1', '86', '36'}) --> frozenset({'90', '85'}) conf: 0.971608832807571\n",
      "frozenset({'1', '90', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'1', '86'}) --> frozenset({'90', '36', '85'}) conf: 0.9457523029682703\n",
      "frozenset({'1', '85'}) --> frozenset({'90', '86', '36'}) conf: 0.9438202247191012\n",
      "frozenset({'1', '90'}) --> frozenset({'86', '36', '85'}) conf: 0.9705882352941176\n",
      "frozenset({'1', '36'}) --> frozenset({'86', '90', '85'}) conf: 0.971608832807571\n",
      "frozenset({'1'}) --> frozenset({'90', '36', '86', '85'}) conf: 0.9438202247191012\n",
      "frozenset({'67', '86', '85'}) --> frozenset({'76', '34'}) conf: 0.7885304659498208\n",
      "frozenset({'67', '34', '85'}) --> frozenset({'76', '86'}) conf: 0.7885304659498208\n",
      "frozenset({'67', '34', '86'}) --> frozenset({'76', '85'}) conf: 0.7885304659498208\n",
      "frozenset({'76', '86', '85'}) --> frozenset({'67', '34'}) conf: 0.8029197080291972\n",
      "frozenset({'67', '76', '85'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'67', '76', '86'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'76', '34', '85'}) --> frozenset({'67', '86'}) conf: 0.8029197080291972\n",
      "frozenset({'76', '34', '86'}) --> frozenset({'67', '85'}) conf: 0.8029197080291972\n",
      "frozenset({'67', '76', '34'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'67', '85'}) --> frozenset({'76', '34', '86'}) conf: 0.7885304659498208\n",
      "frozenset({'67', '86'}) --> frozenset({'76', '34', '85'}) conf: 0.7885304659498208\n",
      "frozenset({'67', '34'}) --> frozenset({'76', '86', '85'}) conf: 0.7885304659498208\n",
      "frozenset({'76', '85'}) --> frozenset({'67', '34', '86'}) conf: 0.8029197080291972\n",
      "frozenset({'76', '86'}) --> frozenset({'67', '34', '85'}) conf: 0.8029197080291972\n",
      "frozenset({'67', '76'}) --> frozenset({'34', '86', '85'}) conf: 1.0\n",
      "frozenset({'76', '34'}) --> frozenset({'67', '86', '85'}) conf: 0.8029197080291972\n",
      "frozenset({'67'}) --> frozenset({'76', '34', '86', '85'}) conf: 0.7885304659498208\n",
      "frozenset({'76'}) --> frozenset({'67', '34', '86', '85'}) conf: 0.8029197080291972\n",
      "frozenset({'76', '86', '85'}) --> frozenset({'59', '34'}) conf: 0.7481751824817519\n",
      "frozenset({'59', '76', '85'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'59', '76', '86'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'76', '34', '85'}) --> frozenset({'59', '86'}) conf: 0.7481751824817519\n",
      "frozenset({'76', '34', '86'}) --> frozenset({'59', '85'}) conf: 0.7481751824817519\n",
      "frozenset({'59', '76', '34'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'76', '85'}) --> frozenset({'59', '34', '86'}) conf: 0.7481751824817519\n",
      "frozenset({'76', '86'}) --> frozenset({'59', '34', '85'}) conf: 0.7481751824817519\n",
      "frozenset({'59', '76'}) --> frozenset({'34', '86', '85'}) conf: 1.0\n",
      "frozenset({'76', '34'}) --> frozenset({'59', '86', '85'}) conf: 0.7481751824817519\n",
      "frozenset({'76'}) --> frozenset({'34', '59', '86', '85'}) conf: 0.7481751824817519\n",
      "frozenset({'76', '86', '85'}) --> frozenset({'34', '90'}) conf: 0.8886861313868614\n",
      "frozenset({'76', '90', '85'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'76', '86', '90'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'76', '34', '85'}) --> frozenset({'86', '90'}) conf: 0.8886861313868614\n",
      "frozenset({'76', '34', '86'}) --> frozenset({'90', '85'}) conf: 0.8886861313868614\n",
      "frozenset({'76', '34', '90'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'76', '85'}) --> frozenset({'34', '86', '90'}) conf: 0.8886861313868614\n",
      "frozenset({'76', '86'}) --> frozenset({'34', '90', '85'}) conf: 0.8886861313868614\n",
      "frozenset({'76', '90'}) --> frozenset({'34', '86', '85'}) conf: 1.0\n",
      "frozenset({'76', '34'}) --> frozenset({'86', '90', '85'}) conf: 0.8886861313868614\n",
      "frozenset({'76'}) --> frozenset({'34', '90', '86', '85'}) conf: 0.8886861313868614\n",
      "frozenset({'67', '86', '85'}) --> frozenset({'59', '34'}) conf: 0.7401433691756272\n",
      "frozenset({'67', '59', '85'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'67', '59', '86'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'67', '34', '85'}) --> frozenset({'59', '86'}) conf: 0.7401433691756272\n",
      "frozenset({'67', '34', '86'}) --> frozenset({'59', '85'}) conf: 0.7401433691756272\n",
      "frozenset({'67', '59', '34'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'67', '85'}) --> frozenset({'59', '34', '86'}) conf: 0.7401433691756272\n",
      "frozenset({'67', '86'}) --> frozenset({'59', '34', '85'}) conf: 0.7401433691756272\n",
      "frozenset({'67', '59'}) --> frozenset({'34', '86', '85'}) conf: 1.0\n",
      "frozenset({'67', '34'}) --> frozenset({'59', '86', '85'}) conf: 0.7401433691756272\n",
      "frozenset({'67'}) --> frozenset({'34', '59', '86', '85'}) conf: 0.7401433691756272\n",
      "frozenset({'67', '86', '85'}) --> frozenset({'34', '90'}) conf: 0.8906810035842294\n",
      "frozenset({'67', '90', '85'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'67', '86', '90'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'67', '34', '85'}) --> frozenset({'86', '90'}) conf: 0.8906810035842294\n",
      "frozenset({'67', '34', '86'}) --> frozenset({'90', '85'}) conf: 0.8906810035842294\n",
      "frozenset({'67', '34', '90'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'67', '85'}) --> frozenset({'34', '86', '90'}) conf: 0.8906810035842294\n",
      "frozenset({'67', '86'}) --> frozenset({'34', '90', '85'}) conf: 0.8906810035842294\n",
      "frozenset({'67', '90'}) --> frozenset({'34', '86', '85'}) conf: 1.0\n",
      "frozenset({'67', '34'}) --> frozenset({'86', '90', '85'}) conf: 0.8906810035842294\n",
      "frozenset({'67'}) --> frozenset({'34', '90', '86', '85'}) conf: 0.8906810035842294\n",
      "frozenset({'59', '90', '85'}) --> frozenset({'36', '63'}) conf: 0.7145270270270271\n",
      "frozenset({'59', '36', '85'}) --> frozenset({'90', '63'}) conf: 0.7649186256781193\n",
      "frozenset({'59', '90', '36'}) --> frozenset({'63', '85'}) conf: 0.8197674418604651\n",
      "frozenset({'90', '63', '85'}) --> frozenset({'59', '36'}) conf: 0.7526690391459074\n",
      "frozenset({'59', '63', '85'}) --> frozenset({'90', '36'}) conf: 0.8142444658325313\n",
      "frozenset({'59', '90', '63'}) --> frozenset({'36', '85'}) conf: 0.8933474128827877\n",
      "frozenset({'36', '63', '85'}) --> frozenset({'59', '90'}) conf: 0.8087954110898662\n",
      "frozenset({'90', '36', '63'}) --> frozenset({'59', '85'}) conf: 0.8703703703703703\n",
      "frozenset({'59', '36', '63'}) --> frozenset({'90', '85'}) conf: 0.9195652173913043\n",
      "frozenset({'59', '90'}) --> frozenset({'36', '63', '85'}) conf: 0.7145270270270271\n",
      "frozenset({'59', '36'}) --> frozenset({'90', '63', '85'}) conf: 0.7649186256781193\n",
      "frozenset({'90', '63'}) --> frozenset({'59', '36', '85'}) conf: 0.7526690391459074\n",
      "frozenset({'59', '63'}) --> frozenset({'90', '36', '85'}) conf: 0.8142444658325313\n",
      "frozenset({'36', '63'}) --> frozenset({'59', '90', '85'}) conf: 0.8087954110898662\n",
      "frozenset({'86', '63', '85'}) --> frozenset({'59', '36'}) conf: 0.7352445193929174\n",
      "frozenset({'59', '63', '85'}) --> frozenset({'86', '36'}) conf: 0.8392685274302213\n",
      "frozenset({'59', '86', '63'}) --> frozenset({'36', '85'}) conf: 0.8799192734611503\n",
      "frozenset({'59', '36', '85'}) --> frozenset({'86', '63'}) conf: 0.7884267631103073\n",
      "frozenset({'59', '86', '36'}) --> frozenset({'63', '85'}) conf: 0.8241965973534973\n",
      "frozenset({'63', '36', '85'}) --> frozenset({'59', '86'}) conf: 0.8336520076481836\n",
      "frozenset({'63', '86', '36'}) --> frozenset({'59', '85'}) conf: 0.87374749498998\n",
      "frozenset({'63', '59', '36'}) --> frozenset({'86', '85'}) conf: 0.9478260869565216\n",
      "frozenset({'63', '85'}) --> frozenset({'59', '86', '36'}) conf: 0.7066450567260939\n",
      "frozenset({'86', '63'}) --> frozenset({'59', '36', '85'}) conf: 0.7352445193929174\n",
      "frozenset({'59', '63'}) --> frozenset({'86', '36', '85'}) conf: 0.8392685274302213\n",
      "frozenset({'59', '36'}) --> frozenset({'86', '63', '85'}) conf: 0.7884267631103073\n",
      "frozenset({'63', '36'}) --> frozenset({'59', '86', '85'}) conf: 0.8336520076481836\n",
      "frozenset({'63'}) --> frozenset({'36', '59', '86', '85'}) conf: 0.7066450567260939\n",
      "frozenset({'90', '86', '63'}) --> frozenset({'34', '36'}) conf: 0.8587360594795539\n",
      "frozenset({'36', '63', '86'}) --> frozenset({'34', '90'}) conf: 0.9258517034068137\n",
      "frozenset({'90', '36', '63'}) --> frozenset({'34', '86'}) conf: 0.9506172839506173\n",
      "frozenset({'34', '86', '63'}) --> frozenset({'90', '36'}) conf: 0.779089376053963\n",
      "frozenset({'34', '90', '63'}) --> frozenset({'86', '36'}) conf: 0.8587360594795539\n",
      "frozenset({'34', '36', '63'}) --> frozenset({'86', '90'}) conf: 0.9258517034068137\n",
      "frozenset({'86', '63'}) --> frozenset({'34', '90', '36'}) conf: 0.779089376053963\n",
      "frozenset({'90', '63'}) --> frozenset({'34', '86', '36'}) conf: 0.8220640569395018\n",
      "frozenset({'36', '63'}) --> frozenset({'34', '86', '90'}) conf: 0.8833652007648184\n",
      "frozenset({'34', '63'}) --> frozenset({'90', '86', '36'}) conf: 0.779089376053963\n",
      "frozenset({'63'}) --> frozenset({'34', '36', '90', '86'}) conf: 0.7487844408427876\n",
      "frozenset({'90', '63', '85'}) --> frozenset({'34', '36'}) conf: 0.8220640569395018\n",
      "frozenset({'36', '63', '85'}) --> frozenset({'34', '90'}) conf: 0.8833652007648184\n",
      "frozenset({'90', '36', '63'}) --> frozenset({'34', '85'}) conf: 0.9506172839506173\n",
      "frozenset({'34', '63', '85'}) --> frozenset({'90', '36'}) conf: 0.779089376053963\n",
      "frozenset({'34', '90', '63'}) --> frozenset({'36', '85'}) conf: 0.8587360594795539\n",
      "frozenset({'34', '36', '63'}) --> frozenset({'90', '85'}) conf: 0.9258517034068137\n",
      "frozenset({'63', '85'}) --> frozenset({'34', '90', '36'}) conf: 0.7487844408427876\n",
      "frozenset({'90', '63'}) --> frozenset({'34', '36', '85'}) conf: 0.8220640569395018\n",
      "frozenset({'36', '63'}) --> frozenset({'34', '90', '85'}) conf: 0.8833652007648184\n",
      "frozenset({'34', '63'}) --> frozenset({'90', '36', '85'}) conf: 0.779089376053963\n",
      "frozenset({'63'}) --> frozenset({'34', '90', '36', '85'}) conf: 0.7487844408427876\n",
      "frozenset({'86', '63', '85'}) --> frozenset({'34', '36'}) conf: 0.8414839797639123\n",
      "frozenset({'63', '36', '85'}) --> frozenset({'34', '86'}) conf: 0.954110898661568\n",
      "frozenset({'63', '86', '36'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '63', '85'}) --> frozenset({'86', '36'}) conf: 0.8414839797639123\n",
      "frozenset({'34', '86', '63'}) --> frozenset({'36', '85'}) conf: 0.8414839797639123\n",
      "frozenset({'63', '34', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'63', '85'}) --> frozenset({'34', '86', '36'}) conf: 0.8087520259319286\n",
      "frozenset({'86', '63'}) --> frozenset({'34', '36', '85'}) conf: 0.8414839797639123\n",
      "frozenset({'63', '36'}) --> frozenset({'34', '86', '85'}) conf: 0.954110898661568\n",
      "frozenset({'34', '63'}) --> frozenset({'86', '36', '85'}) conf: 0.8414839797639123\n",
      "frozenset({'63'}) --> frozenset({'34', '36', '86', '85'}) conf: 0.8087520259319286\n",
      "frozenset({'93', '86', '85'}) --> frozenset({'59', '34'}) conf: 0.9194915254237288\n",
      "frozenset({'59', '93', '85'}) --> frozenset({'34', '86'}) conf: 0.9475982532751092\n",
      "frozenset({'59', '93', '86'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '93', '85'}) --> frozenset({'59', '86'}) conf: 0.9194915254237288\n",
      "frozenset({'34', '86', '93'}) --> frozenset({'59', '85'}) conf: 0.9194915254237288\n",
      "frozenset({'59', '34', '93'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'93', '85'}) --> frozenset({'59', '34', '86'}) conf: 0.875\n",
      "frozenset({'93', '86'}) --> frozenset({'59', '34', '85'}) conf: 0.9194915254237288\n",
      "frozenset({'59', '93'}) --> frozenset({'34', '86', '85'}) conf: 0.9475982532751092\n",
      "frozenset({'34', '93'}) --> frozenset({'59', '86', '85'}) conf: 0.9194915254237288\n",
      "frozenset({'93'}) --> frozenset({'34', '59', '86', '85'}) conf: 0.875\n",
      "frozenset({'59', '86', '85'}) --> frozenset({'34', '90'}) conf: 0.9117174959871588\n",
      "frozenset({'59', '90', '85'}) --> frozenset({'34', '86'}) conf: 0.9594594594594594\n",
      "frozenset({'59', '86', '90'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'59', '34', '85'}) --> frozenset({'86', '90'}) conf: 0.9117174959871588\n",
      "frozenset({'59', '34', '86'}) --> frozenset({'90', '85'}) conf: 0.9117174959871588\n",
      "frozenset({'59', '34', '90'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'59', '85'}) --> frozenset({'34', '86', '90'}) conf: 0.8778979907264296\n",
      "frozenset({'59', '86'}) --> frozenset({'34', '90', '85'}) conf: 0.9117174959871588\n",
      "frozenset({'59', '90'}) --> frozenset({'34', '86', '85'}) conf: 0.9594594594594594\n",
      "frozenset({'59', '34'}) --> frozenset({'86', '90', '85'}) conf: 0.9117174959871588\n",
      "frozenset({'59'}) --> frozenset({'34', '90', '86', '85'}) conf: 0.8778979907264296\n",
      "frozenset({'59', '86', '90'}) --> frozenset({'34', '63'}) conf: 0.7913732394366199\n",
      "frozenset({'90', '86', '63'}) --> frozenset({'59', '34'}) conf: 0.8355018587360595\n",
      "frozenset({'59', '86', '63'}) --> frozenset({'34', '90'}) conf: 0.9071644803229062\n",
      "frozenset({'59', '90', '63'}) --> frozenset({'34', '86'}) conf: 0.9493136219640972\n",
      "frozenset({'59', '34', '86'}) --> frozenset({'90', '63'}) conf: 0.7215088282504013\n",
      "frozenset({'59', '34', '90'}) --> frozenset({'86', '63'}) conf: 0.7913732394366199\n",
      "frozenset({'34', '86', '63'}) --> frozenset({'59', '90'}) conf: 0.758010118043845\n",
      "frozenset({'34', '90', '63'}) --> frozenset({'59', '86'}) conf: 0.8355018587360595\n",
      "frozenset({'59', '34', '63'}) --> frozenset({'86', '90'}) conf: 0.9071644803229062\n",
      "frozenset({'59', '86'}) --> frozenset({'34', '90', '63'}) conf: 0.7215088282504013\n",
      "frozenset({'59', '90'}) --> frozenset({'34', '86', '63'}) conf: 0.7592905405405407\n",
      "frozenset({'86', '63'}) --> frozenset({'59', '34', '90'}) conf: 0.758010118043845\n",
      "frozenset({'90', '63'}) --> frozenset({'59', '34', '86'}) conf: 0.7998220640569396\n",
      "frozenset({'59', '63'}) --> frozenset({'34', '86', '90'}) conf: 0.865255052935515\n",
      "frozenset({'59', '34'}) --> frozenset({'90', '86', '63'}) conf: 0.7215088282504013\n",
      "frozenset({'34', '63'}) --> frozenset({'59', '86', '90'}) conf: 0.758010118043845\n",
      "frozenset({'63'}) --> frozenset({'34', '90', '59', '86'}) conf: 0.7285251215559156\n",
      "frozenset({'59', '90', '85'}) --> frozenset({'34', '63'}) conf: 0.7592905405405407\n",
      "frozenset({'90', '63', '85'}) --> frozenset({'59', '34'}) conf: 0.7998220640569396\n",
      "frozenset({'59', '63', '85'}) --> frozenset({'34', '90'}) conf: 0.865255052935515\n",
      "frozenset({'59', '90', '63'}) --> frozenset({'34', '85'}) conf: 0.9493136219640972\n",
      "frozenset({'59', '34', '85'}) --> frozenset({'90', '63'}) conf: 0.7215088282504013\n",
      "frozenset({'59', '34', '90'}) --> frozenset({'63', '85'}) conf: 0.7913732394366199\n",
      "frozenset({'34', '63', '85'}) --> frozenset({'59', '90'}) conf: 0.758010118043845\n",
      "frozenset({'34', '90', '63'}) --> frozenset({'59', '85'}) conf: 0.8355018587360595\n",
      "frozenset({'59', '34', '63'}) --> frozenset({'90', '85'}) conf: 0.9071644803229062\n",
      "frozenset({'59', '90'}) --> frozenset({'34', '63', '85'}) conf: 0.7592905405405407\n",
      "frozenset({'63', '85'}) --> frozenset({'59', '34', '90'}) conf: 0.7285251215559156\n",
      "frozenset({'90', '63'}) --> frozenset({'59', '34', '85'}) conf: 0.7998220640569396\n",
      "frozenset({'59', '63'}) --> frozenset({'34', '90', '85'}) conf: 0.865255052935515\n",
      "frozenset({'59', '34'}) --> frozenset({'90', '63', '85'}) conf: 0.7215088282504013\n",
      "frozenset({'34', '63'}) --> frozenset({'59', '90', '85'}) conf: 0.758010118043845\n",
      "frozenset({'63'}) --> frozenset({'34', '90', '59', '85'}) conf: 0.7285251215559156\n",
      "frozenset({'59', '86', '90'}) --> frozenset({'34', '36'}) conf: 0.8661971830985916\n",
      "frozenset({'59', '86', '36'}) --> frozenset({'34', '90'}) conf: 0.9300567107750474\n",
      "frozenset({'59', '90', '36'}) --> frozenset({'34', '86'}) conf: 0.9534883720930233\n",
      "frozenset({'59', '34', '86'}) --> frozenset({'90', '36'}) conf: 0.7897271268057785\n",
      "frozenset({'59', '34', '90'}) --> frozenset({'86', '36'}) conf: 0.8661971830985916\n",
      "frozenset({'59', '34', '36'}) --> frozenset({'86', '90'}) conf: 0.9300567107750474\n",
      "frozenset({'59', '86'}) --> frozenset({'34', '90', '36'}) conf: 0.7897271268057785\n",
      "frozenset({'59', '90'}) --> frozenset({'34', '86', '36'}) conf: 0.8310810810810811\n",
      "frozenset({'59', '36'}) --> frozenset({'34', '86', '90'}) conf: 0.8896925858951175\n",
      "frozenset({'59', '34'}) --> frozenset({'90', '86', '36'}) conf: 0.7897271268057785\n",
      "frozenset({'59'}) --> frozenset({'34', '36', '90', '86'}) conf: 0.7604327666151469\n",
      "frozenset({'59', '90', '85'}) --> frozenset({'34', '36'}) conf: 0.8310810810810811\n",
      "frozenset({'59', '36', '85'}) --> frozenset({'34', '90'}) conf: 0.8896925858951175\n",
      "frozenset({'59', '90', '36'}) --> frozenset({'34', '85'}) conf: 0.9534883720930233\n",
      "frozenset({'59', '34', '85'}) --> frozenset({'90', '36'}) conf: 0.7897271268057785\n",
      "frozenset({'59', '34', '90'}) --> frozenset({'36', '85'}) conf: 0.8661971830985916\n",
      "frozenset({'59', '34', '36'}) --> frozenset({'90', '85'}) conf: 0.9300567107750474\n",
      "frozenset({'59', '85'}) --> frozenset({'34', '90', '36'}) conf: 0.7604327666151469\n",
      "frozenset({'59', '90'}) --> frozenset({'34', '36', '85'}) conf: 0.8310810810810811\n",
      "frozenset({'59', '36'}) --> frozenset({'34', '90', '85'}) conf: 0.8896925858951175\n",
      "frozenset({'59', '34'}) --> frozenset({'90', '36', '85'}) conf: 0.7897271268057785\n",
      "frozenset({'59'}) --> frozenset({'34', '90', '36', '85'}) conf: 0.7604327666151469\n",
      "frozenset({'59', '86', '85'}) --> frozenset({'34', '63'}) conf: 0.7953451043338684\n",
      "frozenset({'86', '63', '85'}) --> frozenset({'59', '34'}) conf: 0.8355817875210794\n",
      "frozenset({'59', '63', '85'}) --> frozenset({'34', '86'}) conf: 0.9538017324350337\n",
      "frozenset({'59', '86', '63'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'59', '34', '85'}) --> frozenset({'86', '63'}) conf: 0.7953451043338684\n",
      "frozenset({'59', '34', '86'}) --> frozenset({'63', '85'}) conf: 0.7953451043338684\n",
      "frozenset({'34', '63', '85'}) --> frozenset({'59', '86'}) conf: 0.8355817875210794\n",
      "frozenset({'34', '86', '63'}) --> frozenset({'59', '85'}) conf: 0.8355817875210794\n",
      "frozenset({'59', '34', '63'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'59', '85'}) --> frozenset({'34', '86', '63'}) conf: 0.7658423493044823\n",
      "frozenset({'59', '86'}) --> frozenset({'34', '63', '85'}) conf: 0.7953451043338684\n",
      "frozenset({'63', '85'}) --> frozenset({'59', '34', '86'}) conf: 0.8030794165316045\n",
      "frozenset({'86', '63'}) --> frozenset({'59', '34', '85'}) conf: 0.8355817875210794\n",
      "frozenset({'59', '63'}) --> frozenset({'34', '86', '85'}) conf: 0.9538017324350337\n",
      "frozenset({'59', '34'}) --> frozenset({'86', '63', '85'}) conf: 0.7953451043338684\n",
      "frozenset({'34', '63'}) --> frozenset({'59', '86', '85'}) conf: 0.8355817875210794\n",
      "frozenset({'59'}) --> frozenset({'34', '63', '86', '85'}) conf: 0.7658423493044823\n",
      "frozenset({'63'}) --> frozenset({'34', '59', '86', '85'}) conf: 0.8030794165316045\n",
      "frozenset({'59', '86', '85'}) --> frozenset({'34', '36'}) conf: 0.8491171749598715\n",
      "frozenset({'59', '36', '85'}) --> frozenset({'34', '86'}) conf: 0.9566003616636526\n",
      "frozenset({'59', '86', '36'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'59', '34', '85'}) --> frozenset({'86', '36'}) conf: 0.8491171749598715\n",
      "frozenset({'59', '34', '86'}) --> frozenset({'36', '85'}) conf: 0.8491171749598715\n",
      "frozenset({'59', '34', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'59', '85'}) --> frozenset({'34', '86', '36'}) conf: 0.8176197836166923\n",
      "frozenset({'59', '86'}) --> frozenset({'34', '36', '85'}) conf: 0.8491171749598715\n",
      "frozenset({'59', '36'}) --> frozenset({'34', '86', '85'}) conf: 0.9566003616636526\n",
      "frozenset({'59', '34'}) --> frozenset({'86', '36', '85'}) conf: 0.8491171749598715\n",
      "frozenset({'59'}) --> frozenset({'34', '36', '86', '85'}) conf: 0.8176197836166923\n",
      "frozenset({'59', '86', '63'}) --> frozenset({'34', '36'}) conf: 0.8799192734611503\n",
      "frozenset({'59', '86', '36'}) --> frozenset({'34', '63'}) conf: 0.8241965973534973\n",
      "frozenset({'63', '86', '36'}) --> frozenset({'59', '34'}) conf: 0.87374749498998\n",
      "frozenset({'63', '59', '36'}) --> frozenset({'34', '86'}) conf: 0.9478260869565216\n",
      "frozenset({'34', '86', '63'}) --> frozenset({'59', '36'}) conf: 0.7352445193929174\n",
      "frozenset({'59', '34', '63'}) --> frozenset({'86', '36'}) conf: 0.8799192734611503\n",
      "frozenset({'59', '34', '36'}) --> frozenset({'86', '63'}) conf: 0.8241965973534973\n",
      "frozenset({'63', '34', '36'}) --> frozenset({'59', '86'}) conf: 0.87374749498998\n",
      "frozenset({'59', '63'}) --> frozenset({'34', '86', '36'}) conf: 0.8392685274302213\n",
      "frozenset({'59', '36'}) --> frozenset({'34', '86', '63'}) conf: 0.7884267631103073\n",
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      "frozenset({'63'}) --> frozenset({'34', '36', '59', '86'}) conf: 0.7066450567260939\n",
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      "frozenset({'23', '36', '85'}) --> frozenset({'34', '86'}) conf: 1.0\n",
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      "frozenset({'23', '34', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
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      "frozenset({'23', '36'}) --> frozenset({'34', '86', '85'}) conf: 1.0\n",
      "frozenset({'23', '34'}) --> frozenset({'86', '36', '85'}) conf: 0.9691943127962086\n",
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      "frozenset({'1', '86', '85'}) --> frozenset({'34', '90'}) conf: 0.9723643807574207\n",
      "frozenset({'1', '90', '85'}) --> frozenset({'34', '86'}) conf: 0.9978991596638656\n",
      "frozenset({'1', '86', '90'}) --> frozenset({'34', '85'}) conf: 1.0\n",
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      "frozenset({'1', '90', '36'}) --> frozenset({'34', '86'}) conf: 1.0\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "frozenset({'1', '86'}) --> frozenset({'34', '90', '36'}) conf: 0.9457523029682703\n",
      "frozenset({'1', '90'}) --> frozenset({'34', '86', '36'}) conf: 0.9705882352941176\n",
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      "frozenset({'1', '34'}) --> frozenset({'90', '86', '36'}) conf: 0.948178553104156\n",
      "frozenset({'1'}) --> frozenset({'34', '36', '90', '86'}) conf: 0.9438202247191012\n",
      "frozenset({'1', '90', '85'}) --> frozenset({'34', '36'}) conf: 0.9705882352941176\n",
      "frozenset({'1', '36', '85'}) --> frozenset({'34', '90'}) conf: 0.971608832807571\n",
      "frozenset({'1', '90', '36'}) --> frozenset({'34', '85'}) conf: 1.0\n",
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      "frozenset({'1', '34', '90'}) --> frozenset({'36', '85'}) conf: 0.9705882352941176\n",
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      "frozenset({'1', '85'}) --> frozenset({'34', '90', '36'}) conf: 0.9438202247191012\n",
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      "frozenset({'1', '86', '85'}) --> frozenset({'34', '36'}) conf: 0.9687819856704197\n",
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      "frozenset({'56', '90', '86'}) --> frozenset({'34', '39', '85'}) conf: 0.9059080962800875\n",
      "frozenset({'39', '56', '90'}) --> frozenset({'34', '86', '85'}) conf: 1.0\n",
      "frozenset({'34', '56', '85'}) --> frozenset({'39', '86', '90'}) conf: 0.8771186440677965\n",
      "frozenset({'34', '56', '86'}) --> frozenset({'39', '90', '85'}) conf: 0.8771186440677965\n",
      "frozenset({'34', '39', '56'}) --> frozenset({'86', '90', '85'}) conf: 0.965034965034965\n",
      "frozenset({'34', '56', '90'}) --> frozenset({'39', '86', '85'}) conf: 0.9059080962800875\n",
      "frozenset({'56', '85'}) --> frozenset({'34', '90', '39', '86'}) conf: 0.8771186440677965\n",
      "frozenset({'56', '86'}) --> frozenset({'34', '90', '39', '85'}) conf: 0.8771186440677965\n",
      "frozenset({'39', '56'}) --> frozenset({'34', '90', '86', '85'}) conf: 0.965034965034965\n",
      "frozenset({'56', '90'}) --> frozenset({'34', '39', '86', '85'}) conf: 0.9059080962800875\n",
      "frozenset({'34', '56'}) --> frozenset({'90', '39', '86', '85'}) conf: 0.8771186440677965\n",
      "frozenset({'56'}) --> frozenset({'34', '90', '39', '86', '85'}) conf: 0.8771186440677965\n",
      "frozenset({'39', '56', '90', '85'}) --> frozenset({'34', '36'}) conf: 1.0\n",
      "frozenset({'90', '39', '36', '85'}) --> frozenset({'34', '56'}) conf: 0.7870722433460077\n",
      "frozenset({'39', '56', '36', '85'}) --> frozenset({'34', '90'}) conf: 0.965034965034965\n",
      "frozenset({'90', '56', '36', '85'}) --> frozenset({'34', '39'}) conf: 0.971830985915493\n",
      "frozenset({'39', '90', '56', '36'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '39', '56', '85'}) --> frozenset({'90', '36'}) conf: 0.965034965034965\n",
      "frozenset({'34', '56', '90', '85'}) --> frozenset({'39', '36'}) conf: 0.9059080962800875\n",
      "frozenset({'34', '39', '56', '90'}) --> frozenset({'36', '85'}) conf: 1.0\n",
      "frozenset({'34', '39', '36', '85'}) --> frozenset({'56', '90'}) conf: 0.7620800736309249\n",
      "frozenset({'34', '90', '39', '36'}) --> frozenset({'56', '85'}) conf: 0.8247011952191236\n",
      "frozenset({'34', '56', '36', '85'}) --> frozenset({'39', '90'}) conf: 0.9387755102040816\n",
      "frozenset({'34', '39', '56', '36'}) --> frozenset({'90', '85'}) conf: 0.965034965034965\n",
      "frozenset({'34', '90', '56', '36'}) --> frozenset({'39', '85'}) conf: 0.971830985915493\n",
      "frozenset({'39', '56', '85'}) --> frozenset({'34', '90', '36'}) conf: 0.965034965034965\n",
      "frozenset({'56', '90', '85'}) --> frozenset({'34', '39', '36'}) conf: 0.9059080962800875\n",
      "frozenset({'39', '56', '90'}) --> frozenset({'34', '36', '85'}) conf: 1.0\n",
      "frozenset({'39', '36', '85'}) --> frozenset({'34', '56', '90'}) conf: 0.7269534679543459\n",
      "frozenset({'90', '39', '36'}) --> frozenset({'34', '56', '85'}) conf: 0.7870722433460077\n",
      "frozenset({'56', '36', '85'}) --> frozenset({'34', '39', '90'}) conf: 0.9387755102040816\n",
      "frozenset({'39', '56', '36'}) --> frozenset({'34', '90', '85'}) conf: 0.965034965034965\n",
      "frozenset({'90', '56', '36'}) --> frozenset({'34', '39', '85'}) conf: 0.971830985915493\n",
      "frozenset({'34', '39', '56'}) --> frozenset({'90', '36', '85'}) conf: 0.965034965034965\n",
      "frozenset({'34', '56', '85'}) --> frozenset({'90', '39', '36'}) conf: 0.8771186440677965\n",
      "frozenset({'34', '56', '90'}) --> frozenset({'39', '36', '85'}) conf: 0.9059080962800875\n",
      "frozenset({'34', '39', '36'}) --> frozenset({'56', '90', '85'}) conf: 0.7620800736309249\n",
      "frozenset({'34', '56', '36'}) --> frozenset({'39', '90', '85'}) conf: 0.9387755102040816\n",
      "frozenset({'39', '56'}) --> frozenset({'34', '90', '36', '85'}) conf: 0.965034965034965\n",
      "frozenset({'56', '85'}) --> frozenset({'34', '36', '90', '39'}) conf: 0.8771186440677965\n",
      "frozenset({'56', '90'}) --> frozenset({'34', '36', '39', '85'}) conf: 0.9059080962800875\n",
      "frozenset({'39', '36'}) --> frozenset({'34', '56', '90', '85'}) conf: 0.7269534679543459\n",
      "frozenset({'56', '36'}) --> frozenset({'34', '90', '39', '85'}) conf: 0.9387755102040816\n",
      "frozenset({'34', '56'}) --> frozenset({'90', '36', '39', '85'}) conf: 0.8771186440677965\n",
      "frozenset({'56'}) --> frozenset({'34', '36', '90', '39', '85'}) conf: 0.8771186440677965\n",
      "frozenset({'39', '56', '90', '86'}) --> frozenset({'34', '36'}) conf: 1.0\n",
      "frozenset({'90', '39', '36', '86'}) --> frozenset({'34', '56'}) conf: 0.8247011952191236\n",
      "frozenset({'39', '56', '36', '86'}) --> frozenset({'34', '90'}) conf: 0.965034965034965\n",
      "frozenset({'90', '56', '36', '86'}) --> frozenset({'34', '39'}) conf: 0.971830985915493\n",
      "frozenset({'39', '90', '56', '36'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'34', '39', '56', '86'}) --> frozenset({'90', '36'}) conf: 0.965034965034965\n",
      "frozenset({'34', '56', '90', '86'}) --> frozenset({'39', '36'}) conf: 0.9059080962800875\n",
      "frozenset({'34', '39', '56', '90'}) --> frozenset({'86', '36'}) conf: 1.0\n",
      "frozenset({'34', '39', '86', '36'}) --> frozenset({'56', '90'}) conf: 0.7620800736309249\n",
      "frozenset({'34', '90', '39', '36'}) --> frozenset({'56', '86'}) conf: 0.8247011952191236\n",
      "frozenset({'34', '56', '36', '86'}) --> frozenset({'39', '90'}) conf: 0.9387755102040816\n",
      "frozenset({'34', '39', '56', '36'}) --> frozenset({'86', '90'}) conf: 0.965034965034965\n",
      "frozenset({'34', '90', '56', '36'}) --> frozenset({'39', '86'}) conf: 0.971830985915493\n",
      "frozenset({'39', '56', '86'}) --> frozenset({'34', '90', '36'}) conf: 0.965034965034965\n",
      "frozenset({'56', '90', '86'}) --> frozenset({'34', '39', '36'}) conf: 0.9059080962800875\n",
      "frozenset({'39', '56', '90'}) --> frozenset({'34', '86', '36'}) conf: 1.0\n",
      "frozenset({'39', '86', '36'}) --> frozenset({'34', '56', '90'}) conf: 0.7589367552703942\n",
      "frozenset({'90', '39', '36'}) --> frozenset({'34', '56', '86'}) conf: 0.7870722433460077\n",
      "frozenset({'56', '36', '86'}) --> frozenset({'34', '39', '90'}) conf: 0.9387755102040816\n",
      "frozenset({'39', '56', '36'}) --> frozenset({'34', '86', '90'}) conf: 0.965034965034965\n",
      "frozenset({'90', '56', '36'}) --> frozenset({'34', '39', '86'}) conf: 0.971830985915493\n",
      "frozenset({'34', '56', '86'}) --> frozenset({'90', '39', '36'}) conf: 0.8771186440677965\n",
      "frozenset({'34', '56', '90'}) --> frozenset({'39', '86', '36'}) conf: 0.9059080962800875\n",
      "frozenset({'34', '39', '56'}) --> frozenset({'90', '86', '36'}) conf: 0.965034965034965\n",
      "frozenset({'34', '39', '36'}) --> frozenset({'56', '90', '86'}) conf: 0.7620800736309249\n",
      "frozenset({'34', '56', '36'}) --> frozenset({'39', '86', '90'}) conf: 0.9387755102040816\n",
      "frozenset({'56', '86'}) --> frozenset({'34', '36', '90', '39'}) conf: 0.8771186440677965\n",
      "frozenset({'56', '90'}) --> frozenset({'34', '36', '39', '86'}) conf: 0.9059080962800875\n",
      "frozenset({'39', '56'}) --> frozenset({'34', '36', '90', '86'}) conf: 0.965034965034965\n",
      "frozenset({'39', '36'}) --> frozenset({'34', '56', '90', '86'}) conf: 0.7269534679543459\n",
      "frozenset({'56', '36'}) --> frozenset({'34', '90', '39', '86'}) conf: 0.9387755102040816\n",
      "frozenset({'34', '56'}) --> frozenset({'36', '90', '39', '86'}) conf: 0.8771186440677965\n",
      "frozenset({'56'}) --> frozenset({'34', '36', '90', '39', '86'}) conf: 0.8771186440677965\n",
      "frozenset({'85', '56', '90', '86'}) --> frozenset({'34', '36'}) conf: 0.9321663019693655\n",
      "frozenset({'85', '56', '36', '86'}) --> frozenset({'34', '90'}) conf: 0.9659863945578231\n",
      "frozenset({'90', '56', '36', '85'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'90', '56', '36', '86'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'85', '34', '56', '86'}) --> frozenset({'90', '36'}) conf: 0.9025423728813559\n",
      "frozenset({'34', '56', '90', '85'}) --> frozenset({'86', '36'}) conf: 0.9321663019693655\n",
      "frozenset({'34', '56', '90', '86'}) --> frozenset({'36', '85'}) conf: 0.9321663019693655\n",
      "frozenset({'34', '56', '36', '85'}) --> frozenset({'86', '90'}) conf: 0.9659863945578231\n",
      "frozenset({'34', '56', '36', '86'}) --> frozenset({'90', '85'}) conf: 0.9659863945578231\n",
      "frozenset({'34', '90', '56', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'85', '56', '86'}) --> frozenset({'34', '90', '36'}) conf: 0.9025423728813559\n",
      "frozenset({'56', '90', '85'}) --> frozenset({'34', '86', '36'}) conf: 0.9321663019693655\n",
      "frozenset({'56', '90', '86'}) --> frozenset({'34', '36', '85'}) conf: 0.9321663019693655\n",
      "frozenset({'56', '36', '85'}) --> frozenset({'34', '86', '90'}) conf: 0.9659863945578231\n",
      "frozenset({'56', '36', '86'}) --> frozenset({'34', '90', '85'}) conf: 0.9659863945578231\n",
      "frozenset({'90', '56', '36'}) --> frozenset({'34', '86', '85'}) conf: 1.0\n",
      "frozenset({'34', '56', '86'}) --> frozenset({'90', '36', '85'}) conf: 0.9025423728813559\n",
      "frozenset({'34', '56', '85'}) --> frozenset({'90', '86', '36'}) conf: 0.9025423728813559\n",
      "frozenset({'34', '56', '90'}) --> frozenset({'86', '36', '85'}) conf: 0.9321663019693655\n",
      "frozenset({'34', '56', '36'}) --> frozenset({'86', '90', '85'}) conf: 0.9659863945578231\n",
      "frozenset({'56', '86'}) --> frozenset({'34', '90', '36', '85'}) conf: 0.9025423728813559\n",
      "frozenset({'56', '85'}) --> frozenset({'34', '36', '90', '86'}) conf: 0.9025423728813559\n",
      "frozenset({'56', '90'}) --> frozenset({'34', '36', '86', '85'}) conf: 0.9321663019693655\n",
      "frozenset({'56', '36'}) --> frozenset({'34', '90', '86', '85'}) conf: 0.9659863945578231\n",
      "frozenset({'34', '56'}) --> frozenset({'90', '36', '86', '85'}) conf: 0.9025423728813559\n",
      "frozenset({'56'}) --> frozenset({'34', '36', '90', '86', '85'}) conf: 0.9025423728813559\n",
      "frozenset({'85', '24', '90', '86'}) --> frozenset({'34', '36'}) conf: 0.7832699619771863\n",
      "frozenset({'85', '24', '36', '86'}) --> frozenset({'34', '90'}) conf: 0.9844683393070489\n",
      "frozenset({'90', '24', '36', '85'}) --> frozenset({'34', '86'}) conf: 0.944954128440367\n",
      "frozenset({'90', '24', '36', '86'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'85', '34', '24', '86'}) --> frozenset({'90', '36'}) conf: 0.7275938189845474\n",
      "frozenset({'34', '24', '90', '85'}) --> frozenset({'86', '36'}) conf: 0.7817836812144213\n",
      "frozenset({'34', '24', '90', '86'}) --> frozenset({'36', '85'}) conf: 0.7832699619771863\n",
      "frozenset({'34', '24', '36', '85'}) --> frozenset({'86', '90'}) conf: 0.9897897897897897\n",
      "frozenset({'34', '24', '36', '86'}) --> frozenset({'90', '85'}) conf: 0.9897897897897897\n",
      "frozenset({'34', '90', '24', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'85', '24', '86'}) --> frozenset({'34', '90', '36'}) conf: 0.7247141600703606\n",
      "frozenset({'24', '90', '85'}) --> frozenset({'34', '86', '36'}) conf: 0.7477313974591651\n",
      "frozenset({'24', '90', '86'}) --> frozenset({'34', '36', '85'}) conf: 0.7832699619771863\n",
      "frozenset({'24', '36', '85'}) --> frozenset({'34', '86', '90'}) conf: 0.9310734463276836\n",
      "frozenset({'24', '36', '86'}) --> frozenset({'34', '90', '85'}) conf: 0.9844683393070489\n",
      "frozenset({'90', '24', '36'}) --> frozenset({'34', '86', '85'}) conf: 0.944954128440367\n",
      "frozenset({'34', '24', '86'}) --> frozenset({'90', '36', '85'}) conf: 0.7275938189845474\n",
      "frozenset({'34', '24', '85'}) --> frozenset({'90', '86', '36'}) conf: 0.7263111502864698\n",
      "frozenset({'34', '24', '90'}) --> frozenset({'86', '36', '85'}) conf: 0.7817836812144213\n",
      "frozenset({'34', '24', '36'}) --> frozenset({'86', '90', '85'}) conf: 0.9897897897897897\n",
      "frozenset({'24', '86'}) --> frozenset({'34', '90', '36', '85'}) conf: 0.7247141600703606\n",
      "frozenset({'24', '90'}) --> frozenset({'34', '36', '86', '85'}) conf: 0.7477313974591651\n",
      "frozenset({'24', '36'}) --> frozenset({'34', '90', '86', '85'}) conf: 0.9310734463276836\n",
      "frozenset({'34', '24'}) --> frozenset({'90', '36', '86', '85'}) conf: 0.7263111502864698\n",
      "frozenset({'110', '86', '90', '85'}) --> frozenset({'34', '36'}) conf: 0.950207468879668\n",
      "frozenset({'110', '86', '36', '85'}) --> frozenset({'34', '90'}) conf: 0.976545842217484\n",
      "frozenset({'110', '90', '36', '85'}) --> frozenset({'34', '86'}) conf: 0.9744680851063828\n",
      "frozenset({'110', '90', '86', '36'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'110', '34', '86', '85'}) --> frozenset({'90', '36'}) conf: 0.9290060851926977\n",
      "frozenset({'110', '34', '90', '85'}) --> frozenset({'86', '36'}) conf: 0.950207468879668\n",
      "frozenset({'110', '34', '86', '90'}) --> frozenset({'36', '85'}) conf: 0.950207468879668\n",
      "frozenset({'110', '34', '36', '85'}) --> frozenset({'86', '90'}) conf: 0.976545842217484\n",
      "frozenset({'110', '34', '86', '36'}) --> frozenset({'90', '85'}) conf: 0.976545842217484\n",
      "frozenset({'110', '34', '90', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'110', '86', '85'}) --> frozenset({'34', '90', '36'}) conf: 0.9290060851926977\n",
      "frozenset({'110', '90', '85'}) --> frozenset({'34', '86', '36'}) conf: 0.9271255060728745\n",
      "frozenset({'110', '86', '90'}) --> frozenset({'34', '36', '85'}) conf: 0.950207468879668\n",
      "frozenset({'110', '36', '85'}) --> frozenset({'34', '86', '90'}) conf: 0.9521829521829521\n",
      "frozenset({'110', '86', '36'}) --> frozenset({'34', '90', '85'}) conf: 0.976545842217484\n",
      "frozenset({'110', '90', '36'}) --> frozenset({'34', '86', '85'}) conf: 0.9744680851063828\n",
      "frozenset({'110', '34', '86'}) --> frozenset({'90', '36', '85'}) conf: 0.9290060851926977\n",
      "frozenset({'110', '34', '85'}) --> frozenset({'90', '86', '36'}) conf: 0.9290060851926977\n",
      "frozenset({'110', '34', '90'}) --> frozenset({'86', '36', '85'}) conf: 0.950207468879668\n",
      "frozenset({'110', '34', '36'}) --> frozenset({'86', '90', '85'}) conf: 0.976545842217484\n",
      "frozenset({'110', '86'}) --> frozenset({'34', '90', '36', '85'}) conf: 0.9290060851926977\n",
      "frozenset({'110', '85'}) --> frozenset({'34', '36', '90', '86'}) conf: 0.9069306930693068\n",
      "frozenset({'110', '90'}) --> frozenset({'34', '36', '86', '85'}) conf: 0.9271255060728745\n",
      "frozenset({'110', '36'}) --> frozenset({'34', '90', '86', '85'}) conf: 0.9521829521829521\n",
      "frozenset({'110', '34'}) --> frozenset({'90', '36', '86', '85'}) conf: 0.9290060851926977\n",
      "frozenset({'110'}) --> frozenset({'34', '36', '90', '86', '85'}) conf: 0.9069306930693068\n",
      "frozenset({'39', '86', '90', '85'}) --> frozenset({'34', '36'}) conf: 0.8394648829431437\n",
      "frozenset({'39', '86', '36', '85'}) --> frozenset({'34', '90'}) conf: 0.9202566452795601\n",
      "frozenset({'90', '39', '36', '85'}) --> frozenset({'34', '86'}) conf: 0.9543726235741445\n",
      "frozenset({'90', '39', '36', '86'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '39', '86', '85'}) --> frozenset({'90', '36'}) conf: 0.743428359866716\n",
      "frozenset({'34', '39', '90', '85'}) --> frozenset({'86', '36'}) conf: 0.8394648829431437\n",
      "frozenset({'34', '39', '86', '90'}) --> frozenset({'36', '85'}) conf: 0.8394648829431437\n",
      "frozenset({'34', '39', '36', '85'}) --> frozenset({'86', '90'}) conf: 0.9240681086056143\n",
      "frozenset({'34', '39', '86', '36'}) --> frozenset({'90', '85'}) conf: 0.9240681086056143\n",
      "frozenset({'34', '90', '39', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'39', '86', '85'}) --> frozenset({'34', '90', '36'}) conf: 0.7409594095940959\n",
      "frozenset({'39', '90', '85'}) --> frozenset({'34', '86', '36'}) conf: 0.8070739549839228\n",
      "frozenset({'39', '86', '90'}) --> frozenset({'34', '36', '85'}) conf: 0.8394648829431437\n",
      "frozenset({'39', '36', '85'}) --> frozenset({'34', '86', '90'}) conf: 0.8814749780509219\n",
      "frozenset({'39', '86', '36'}) --> frozenset({'34', '90', '85'}) conf: 0.9202566452795601\n",
      "frozenset({'90', '39', '36'}) --> frozenset({'34', '86', '85'}) conf: 0.9543726235741445\n",
      "frozenset({'34', '39', '86'}) --> frozenset({'90', '36', '85'}) conf: 0.743428359866716\n",
      "frozenset({'34', '39', '85'}) --> frozenset({'90', '86', '36'}) conf: 0.743428359866716\n",
      "frozenset({'34', '39', '90'}) --> frozenset({'86', '36', '85'}) conf: 0.8394648829431437\n",
      "frozenset({'34', '39', '36'}) --> frozenset({'86', '90', '85'}) conf: 0.9240681086056143\n",
      "frozenset({'39', '86'}) --> frozenset({'34', '90', '36', '85'}) conf: 0.7409594095940959\n",
      "frozenset({'39', '85'}) --> frozenset({'34', '36', '90', '86'}) conf: 0.7156094084105489\n",
      "frozenset({'39', '90'}) --> frozenset({'34', '36', '86', '85'}) conf: 0.8070739549839228\n",
      "frozenset({'39', '36'}) --> frozenset({'34', '90', '86', '85'}) conf: 0.8814749780509219\n",
      "frozenset({'34', '39'}) --> frozenset({'90', '36', '86', '85'}) conf: 0.743428359866716\n",
      "frozenset({'39'}) --> frozenset({'34', '36', '90', '86', '85'}) conf: 0.7156094084105489\n",
      "frozenset({'1', '86', '90', '85'}) --> frozenset({'34', '36'}) conf: 0.9726315789473684\n",
      "frozenset({'1', '86', '36', '85'}) --> frozenset({'34', '90'}) conf: 0.971608832807571\n",
      "frozenset({'1', '90', '36', '85'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'1', '90', '86', '36'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'1', '34', '86', '85'}) --> frozenset({'90', '36'}) conf: 0.9501285347043702\n",
      "frozenset({'1', '34', '90', '85'}) --> frozenset({'86', '36'}) conf: 0.9705882352941176\n",
      "frozenset({'1', '34', '86', '90'}) --> frozenset({'36', '85'}) conf: 0.9726315789473684\n",
      "frozenset({'1', '34', '36', '85'}) --> frozenset({'86', '90'}) conf: 0.9762282091917591\n",
      "frozenset({'1', '34', '86', '36'}) --> frozenset({'90', '85'}) conf: 0.9762282091917591\n",
      "frozenset({'1', '34', '90', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'1', '86', '85'}) --> frozenset({'34', '90', '36'}) conf: 0.9457523029682703\n",
      "frozenset({'1', '90', '85'}) --> frozenset({'34', '86', '36'}) conf: 0.9705882352941176\n",
      "frozenset({'1', '86', '90'}) --> frozenset({'34', '36', '85'}) conf: 0.9726315789473684\n",
      "frozenset({'1', '36', '85'}) --> frozenset({'34', '86', '90'}) conf: 0.971608832807571\n",
      "frozenset({'1', '86', '36'}) --> frozenset({'34', '90', '85'}) conf: 0.971608832807571\n",
      "frozenset({'1', '90', '36'}) --> frozenset({'34', '86', '85'}) conf: 1.0\n",
      "frozenset({'1', '34', '86'}) --> frozenset({'90', '36', '85'}) conf: 0.9501285347043702\n",
      "frozenset({'1', '34', '85'}) --> frozenset({'90', '86', '36'}) conf: 0.948178553104156\n",
      "frozenset({'1', '34', '90'}) --> frozenset({'86', '36', '85'}) conf: 0.9705882352941176\n",
      "frozenset({'1', '34', '36'}) --> frozenset({'86', '90', '85'}) conf: 0.9762282091917591\n",
      "frozenset({'1', '86'}) --> frozenset({'34', '90', '36', '85'}) conf: 0.9457523029682703\n",
      "frozenset({'1', '85'}) --> frozenset({'34', '36', '90', '86'}) conf: 0.9438202247191012\n",
      "frozenset({'1', '90'}) --> frozenset({'34', '36', '86', '85'}) conf: 0.9705882352941176\n",
      "frozenset({'1', '36'}) --> frozenset({'34', '90', '86', '85'}) conf: 0.971608832807571\n",
      "frozenset({'1', '34'}) --> frozenset({'90', '36', '86', '85'}) conf: 0.948178553104156\n",
      "frozenset({'1'}) --> frozenset({'34', '36', '90', '86', '85'}) conf: 0.9438202247191012\n",
      "frozenset({'59', '86', '63', '85'}) --> frozenset({'34', '36'}) conf: 0.8799192734611503\n",
      "frozenset({'59', '86', '36', '85'}) --> frozenset({'34', '63'}) conf: 0.8241965973534973\n",
      "frozenset({'63', '86', '36', '85'}) --> frozenset({'59', '34'}) conf: 0.87374749498998\n",
      "frozenset({'63', '59', '36', '85'}) --> frozenset({'34', '86'}) conf: 0.9478260869565216\n",
      "frozenset({'63', '59', '86', '36'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '86', '63', '85'}) --> frozenset({'59', '36'}) conf: 0.7352445193929174\n",
      "frozenset({'59', '34', '63', '85'}) --> frozenset({'86', '36'}) conf: 0.8799192734611503\n",
      "frozenset({'59', '34', '86', '63'}) --> frozenset({'36', '85'}) conf: 0.8799192734611503\n",
      "frozenset({'59', '34', '36', '85'}) --> frozenset({'86', '63'}) conf: 0.8241965973534973\n",
      "frozenset({'59', '34', '86', '36'}) --> frozenset({'63', '85'}) conf: 0.8241965973534973\n",
      "frozenset({'63', '34', '36', '85'}) --> frozenset({'59', '86'}) conf: 0.87374749498998\n",
      "frozenset({'63', '34', '86', '36'}) --> frozenset({'59', '85'}) conf: 0.87374749498998\n",
      "frozenset({'63', '59', '34', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'59', '63', '85'}) --> frozenset({'34', '86', '36'}) conf: 0.8392685274302213\n",
      "frozenset({'59', '86', '63'}) --> frozenset({'34', '36', '85'}) conf: 0.8799192734611503\n",
      "frozenset({'59', '36', '85'}) --> frozenset({'34', '86', '63'}) conf: 0.7884267631103073\n",
      "frozenset({'59', '86', '36'}) --> frozenset({'34', '63', '85'}) conf: 0.8241965973534973\n",
      "frozenset({'86', '63', '85'}) --> frozenset({'59', '34', '36'}) conf: 0.7352445193929174\n",
      "frozenset({'63', '36', '85'}) --> frozenset({'59', '34', '86'}) conf: 0.8336520076481836\n",
      "frozenset({'63', '86', '36'}) --> frozenset({'59', '34', '85'}) conf: 0.87374749498998\n",
      "frozenset({'63', '59', '36'}) --> frozenset({'34', '86', '85'}) conf: 0.9478260869565216\n",
      "frozenset({'34', '63', '85'}) --> frozenset({'59', '86', '36'}) conf: 0.7352445193929174\n",
      "frozenset({'34', '86', '63'}) --> frozenset({'59', '36', '85'}) conf: 0.7352445193929174\n",
      "frozenset({'59', '34', '63'}) --> frozenset({'86', '36', '85'}) conf: 0.8799192734611503\n",
      "frozenset({'59', '34', '36'}) --> frozenset({'86', '63', '85'}) conf: 0.8241965973534973\n",
      "frozenset({'63', '34', '36'}) --> frozenset({'59', '86', '85'}) conf: 0.87374749498998\n",
      "frozenset({'59', '63'}) --> frozenset({'34', '36', '86', '85'}) conf: 0.8392685274302213\n",
      "frozenset({'59', '36'}) --> frozenset({'34', '63', '86', '85'}) conf: 0.7884267631103073\n",
      "frozenset({'63', '85'}) --> frozenset({'34', '36', '59', '86'}) conf: 0.7066450567260939\n",
      "frozenset({'86', '63'}) --> frozenset({'34', '36', '59', '85'}) conf: 0.7352445193929174\n",
      "frozenset({'63', '36'}) --> frozenset({'34', '59', '86', '85'}) conf: 0.8336520076481836\n",
      "frozenset({'34', '63'}) --> frozenset({'36', '59', '86', '85'}) conf: 0.7352445193929174\n",
      "frozenset({'63'}) --> frozenset({'34', '36', '59', '86', '85'}) conf: 0.7066450567260939\n",
      "frozenset({'59', '86', '90', '85'}) --> frozenset({'34', '36'}) conf: 0.8661971830985916\n",
      "frozenset({'59', '86', '36', '85'}) --> frozenset({'34', '90'}) conf: 0.9300567107750474\n",
      "frozenset({'59', '90', '36', '85'}) --> frozenset({'34', '86'}) conf: 0.9534883720930233\n",
      "frozenset({'59', '90', '86', '36'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'59', '34', '86', '85'}) --> frozenset({'90', '36'}) conf: 0.7897271268057785\n",
      "frozenset({'59', '34', '90', '85'}) --> frozenset({'86', '36'}) conf: 0.8661971830985916\n",
      "frozenset({'59', '34', '86', '90'}) --> frozenset({'36', '85'}) conf: 0.8661971830985916\n",
      "frozenset({'59', '34', '36', '85'}) --> frozenset({'86', '90'}) conf: 0.9300567107750474\n",
      "frozenset({'59', '34', '86', '36'}) --> frozenset({'90', '85'}) conf: 0.9300567107750474\n",
      "frozenset({'59', '34', '90', '36'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'59', '86', '85'}) --> frozenset({'34', '90', '36'}) conf: 0.7897271268057785\n",
      "frozenset({'59', '90', '85'}) --> frozenset({'34', '86', '36'}) conf: 0.8310810810810811\n",
      "frozenset({'59', '86', '90'}) --> frozenset({'34', '36', '85'}) conf: 0.8661971830985916\n",
      "frozenset({'59', '36', '85'}) --> frozenset({'34', '86', '90'}) conf: 0.8896925858951175\n",
      "frozenset({'59', '86', '36'}) --> frozenset({'34', '90', '85'}) conf: 0.9300567107750474\n",
      "frozenset({'59', '90', '36'}) --> frozenset({'34', '86', '85'}) conf: 0.9534883720930233\n",
      "frozenset({'59', '34', '86'}) --> frozenset({'90', '36', '85'}) conf: 0.7897271268057785\n",
      "frozenset({'59', '34', '85'}) --> frozenset({'90', '86', '36'}) conf: 0.7897271268057785\n",
      "frozenset({'59', '34', '90'}) --> frozenset({'86', '36', '85'}) conf: 0.8661971830985916\n",
      "frozenset({'59', '34', '36'}) --> frozenset({'86', '90', '85'}) conf: 0.9300567107750474\n",
      "frozenset({'59', '86'}) --> frozenset({'34', '90', '36', '85'}) conf: 0.7897271268057785\n",
      "frozenset({'59', '85'}) --> frozenset({'34', '36', '90', '86'}) conf: 0.7604327666151469\n",
      "frozenset({'59', '90'}) --> frozenset({'34', '36', '86', '85'}) conf: 0.8310810810810811\n",
      "frozenset({'59', '36'}) --> frozenset({'34', '90', '86', '85'}) conf: 0.8896925858951175\n",
      "frozenset({'59', '34'}) --> frozenset({'90', '36', '86', '85'}) conf: 0.7897271268057785\n",
      "frozenset({'59'}) --> frozenset({'34', '36', '90', '86', '85'}) conf: 0.7604327666151469\n",
      "frozenset({'59', '86', '90', '85'}) --> frozenset({'34', '63'}) conf: 0.7913732394366199\n",
      "frozenset({'90', '86', '63', '85'}) --> frozenset({'59', '34'}) conf: 0.8355018587360595\n",
      "frozenset({'59', '86', '63', '85'}) --> frozenset({'34', '90'}) conf: 0.9071644803229062\n",
      "frozenset({'59', '90', '63', '85'}) --> frozenset({'34', '86'}) conf: 0.9493136219640972\n",
      "frozenset({'59', '90', '86', '63'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'59', '34', '86', '85'}) --> frozenset({'90', '63'}) conf: 0.7215088282504013\n",
      "frozenset({'59', '34', '90', '85'}) --> frozenset({'86', '63'}) conf: 0.7913732394366199\n",
      "frozenset({'59', '34', '86', '90'}) --> frozenset({'63', '85'}) conf: 0.7913732394366199\n",
      "frozenset({'34', '86', '63', '85'}) --> frozenset({'59', '90'}) conf: 0.758010118043845\n",
      "frozenset({'34', '90', '63', '85'}) --> frozenset({'59', '86'}) conf: 0.8355018587360595\n",
      "frozenset({'34', '90', '86', '63'}) --> frozenset({'59', '85'}) conf: 0.8355018587360595\n",
      "frozenset({'59', '34', '63', '85'}) --> frozenset({'86', '90'}) conf: 0.9071644803229062\n",
      "frozenset({'59', '34', '86', '63'}) --> frozenset({'90', '85'}) conf: 0.9071644803229062\n",
      "frozenset({'59', '34', '90', '63'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'59', '86', '85'}) --> frozenset({'34', '90', '63'}) conf: 0.7215088282504013\n",
      "frozenset({'59', '90', '85'}) --> frozenset({'34', '86', '63'}) conf: 0.7592905405405407\n",
      "frozenset({'59', '86', '90'}) --> frozenset({'34', '63', '85'}) conf: 0.7913732394366199\n",
      "frozenset({'86', '63', '85'}) --> frozenset({'59', '34', '90'}) conf: 0.758010118043845\n",
      "frozenset({'90', '63', '85'}) --> frozenset({'59', '34', '86'}) conf: 0.7998220640569396\n",
      "frozenset({'90', '86', '63'}) --> frozenset({'59', '34', '85'}) conf: 0.8355018587360595\n",
      "frozenset({'59', '63', '85'}) --> frozenset({'34', '86', '90'}) conf: 0.865255052935515\n",
      "frozenset({'59', '86', '63'}) --> frozenset({'34', '90', '85'}) conf: 0.9071644803229062\n",
      "frozenset({'59', '90', '63'}) --> frozenset({'34', '86', '85'}) conf: 0.9493136219640972\n",
      "frozenset({'59', '34', '86'}) --> frozenset({'90', '63', '85'}) conf: 0.7215088282504013\n",
      "frozenset({'59', '34', '85'}) --> frozenset({'90', '86', '63'}) conf: 0.7215088282504013\n",
      "frozenset({'59', '34', '90'}) --> frozenset({'86', '63', '85'}) conf: 0.7913732394366199\n",
      "frozenset({'34', '63', '85'}) --> frozenset({'59', '86', '90'}) conf: 0.758010118043845\n",
      "frozenset({'34', '86', '63'}) --> frozenset({'59', '90', '85'}) conf: 0.758010118043845\n",
      "frozenset({'34', '90', '63'}) --> frozenset({'59', '86', '85'}) conf: 0.8355018587360595\n",
      "frozenset({'59', '34', '63'}) --> frozenset({'86', '90', '85'}) conf: 0.9071644803229062\n",
      "frozenset({'59', '86'}) --> frozenset({'34', '90', '63', '85'}) conf: 0.7215088282504013\n",
      "frozenset({'59', '90'}) --> frozenset({'34', '63', '86', '85'}) conf: 0.7592905405405407\n",
      "frozenset({'63', '85'}) --> frozenset({'34', '90', '59', '86'}) conf: 0.7285251215559156\n",
      "frozenset({'86', '63'}) --> frozenset({'34', '90', '59', '85'}) conf: 0.758010118043845\n",
      "frozenset({'90', '63'}) --> frozenset({'34', '59', '86', '85'}) conf: 0.7998220640569396\n",
      "frozenset({'59', '63'}) --> frozenset({'34', '90', '86', '85'}) conf: 0.865255052935515\n",
      "frozenset({'59', '34'}) --> frozenset({'90', '63', '86', '85'}) conf: 0.7215088282504013\n",
      "frozenset({'34', '63'}) --> frozenset({'90', '59', '86', '85'}) conf: 0.758010118043845\n",
      "frozenset({'63'}) --> frozenset({'34', '59', '90', '86', '85'}) conf: 0.7285251215559156\n",
      "frozenset({'90', '86', '63', '85'}) --> frozenset({'34', '36'}) conf: 0.8587360594795539\n",
      "frozenset({'85', '36', '63', '86'}) --> frozenset({'34', '90'}) conf: 0.9258517034068137\n",
      "frozenset({'90', '36', '63', '85'}) --> frozenset({'34', '86'}) conf: 0.9506172839506173\n",
      "frozenset({'90', '36', '63', '86'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '86', '63', '85'}) --> frozenset({'90', '36'}) conf: 0.779089376053963\n",
      "frozenset({'34', '90', '63', '85'}) --> frozenset({'86', '36'}) conf: 0.8587360594795539\n",
      "frozenset({'34', '90', '86', '63'}) --> frozenset({'36', '85'}) conf: 0.8587360594795539\n",
      "frozenset({'34', '36', '63', '85'}) --> frozenset({'86', '90'}) conf: 0.9258517034068137\n",
      "frozenset({'34', '36', '63', '86'}) --> frozenset({'90', '85'}) conf: 0.9258517034068137\n",
      "frozenset({'34', '90', '36', '63'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'86', '63', '85'}) --> frozenset({'34', '90', '36'}) conf: 0.779089376053963\n",
      "frozenset({'90', '63', '85'}) --> frozenset({'34', '86', '36'}) conf: 0.8220640569395018\n",
      "frozenset({'90', '86', '63'}) --> frozenset({'34', '36', '85'}) conf: 0.8587360594795539\n",
      "frozenset({'36', '63', '85'}) --> frozenset({'34', '86', '90'}) conf: 0.8833652007648184\n",
      "frozenset({'36', '63', '86'}) --> frozenset({'34', '90', '85'}) conf: 0.9258517034068137\n",
      "frozenset({'90', '36', '63'}) --> frozenset({'34', '86', '85'}) conf: 0.9506172839506173\n",
      "frozenset({'34', '86', '63'}) --> frozenset({'90', '36', '85'}) conf: 0.779089376053963\n",
      "frozenset({'34', '63', '85'}) --> frozenset({'90', '86', '36'}) conf: 0.779089376053963\n",
      "frozenset({'34', '90', '63'}) --> frozenset({'86', '36', '85'}) conf: 0.8587360594795539\n",
      "frozenset({'34', '36', '63'}) --> frozenset({'86', '90', '85'}) conf: 0.9258517034068137\n",
      "frozenset({'86', '63'}) --> frozenset({'34', '90', '36', '85'}) conf: 0.779089376053963\n",
      "frozenset({'63', '85'}) --> frozenset({'34', '36', '90', '86'}) conf: 0.7487844408427876\n",
      "frozenset({'90', '63'}) --> frozenset({'34', '36', '86', '85'}) conf: 0.8220640569395018\n",
      "frozenset({'36', '63'}) --> frozenset({'34', '90', '86', '85'}) conf: 0.8833652007648184\n",
      "frozenset({'34', '63'}) --> frozenset({'90', '36', '86', '85'}) conf: 0.779089376053963\n",
      "frozenset({'63'}) --> frozenset({'34', '36', '90', '86', '85'}) conf: 0.7487844408427876\n",
      "frozenset({'56', '90', '39', '86', '85'}) --> frozenset({'34', '36'}) conf: 1.0\n",
      "frozenset({'36', '90', '39', '86', '85'}) --> frozenset({'34', '56'}) conf: 0.8247011952191236\n",
      "frozenset({'36', '56', '39', '86', '85'}) --> frozenset({'34', '90'}) conf: 0.965034965034965\n",
      "frozenset({'36', '56', '90', '86', '85'}) --> frozenset({'34', '39'}) conf: 0.971830985915493\n",
      "frozenset({'36', '56', '90', '39', '85'}) --> frozenset({'34', '86'}) conf: 1.0\n",
      "frozenset({'36', '56', '90', '39', '86'}) --> frozenset({'34', '85'}) conf: 1.0\n",
      "frozenset({'34', '56', '39', '86', '85'}) --> frozenset({'90', '36'}) conf: 0.965034965034965\n",
      "frozenset({'34', '56', '90', '86', '85'}) --> frozenset({'39', '36'}) conf: 0.9059080962800875\n",
      "frozenset({'34', '56', '90', '39', '85'}) --> frozenset({'86', '36'}) conf: 1.0\n",
      "frozenset({'34', '56', '90', '39', '86'}) --> frozenset({'36', '85'}) conf: 1.0\n",
      "frozenset({'34', '36', '39', '86', '85'}) --> frozenset({'56', '90'}) conf: 0.7620800736309249\n",
      "frozenset({'34', '36', '90', '39', '85'}) --> frozenset({'56', '86'}) conf: 0.8247011952191236\n",
      "frozenset({'34', '36', '90', '39', '86'}) --> frozenset({'56', '85'}) conf: 0.8247011952191236\n",
      "frozenset({'34', '36', '56', '86', '85'}) --> frozenset({'39', '90'}) conf: 0.9387755102040816\n",
      "frozenset({'34', '36', '56', '39', '85'}) --> frozenset({'86', '90'}) conf: 0.965034965034965\n",
      "frozenset({'34', '36', '56', '39', '86'}) --> frozenset({'90', '85'}) conf: 0.965034965034965\n",
      "frozenset({'34', '36', '56', '90', '85'}) --> frozenset({'39', '86'}) conf: 0.971830985915493\n",
      "frozenset({'34', '36', '56', '90', '86'}) --> frozenset({'39', '85'}) conf: 0.971830985915493\n",
      "frozenset({'34', '36', '56', '90', '39'}) --> frozenset({'86', '85'}) conf: 1.0\n",
      "frozenset({'85', '39', '56', '86'}) --> frozenset({'34', '90', '36'}) conf: 0.965034965034965\n",
      "frozenset({'85', '56', '90', '86'}) --> frozenset({'34', '39', '36'}) conf: 0.9059080962800875\n",
      "frozenset({'39', '56', '90', '85'}) --> frozenset({'34', '86', '36'}) conf: 1.0\n",
      "frozenset({'39', '56', '90', '86'}) --> frozenset({'34', '36', '85'}) conf: 1.0\n",
      "frozenset({'39', '86', '36', '85'}) --> frozenset({'34', '56', '90'}) conf: 0.7589367552703942\n",
      "frozenset({'90', '39', '36', '85'}) --> frozenset({'34', '56', '86'}) conf: 0.7870722433460077\n",
      "frozenset({'90', '39', '36', '86'}) --> frozenset({'34', '56', '85'}) conf: 0.8247011952191236\n",
      "frozenset({'85', '56', '36', '86'}) --> frozenset({'34', '39', '90'}) conf: 0.9387755102040816\n",
      "frozenset({'39', '56', '36', '85'}) --> frozenset({'34', '86', '90'}) conf: 0.965034965034965\n",
      "frozenset({'39', '56', '36', '86'}) --> frozenset({'34', '90', '85'}) conf: 0.965034965034965\n",
      "frozenset({'90', '56', '36', '85'}) --> frozenset({'34', '39', '86'}) conf: 0.971830985915493\n",
      "frozenset({'90', '56', '36', '86'}) --> frozenset({'34', '39', '85'}) conf: 0.971830985915493\n",
      "frozenset({'39', '90', '56', '36'}) --> frozenset({'34', '86', '85'}) conf: 1.0\n",
      "frozenset({'34', '39', '56', '86'}) --> frozenset({'90', '36', '85'}) conf: 0.965034965034965\n",
      "frozenset({'85', '34', '56', '86'}) --> frozenset({'90', '39', '36'}) conf: 0.8771186440677965\n",
      "frozenset({'34', '56', '90', '85'}) --> frozenset({'39', '86', '36'}) conf: 0.9059080962800875\n",
      "frozenset({'34', '56', '90', '86'}) --> frozenset({'39', '36', '85'}) conf: 0.9059080962800875\n",
      "frozenset({'34', '39', '56', '85'}) --> frozenset({'90', '86', '36'}) conf: 0.965034965034965\n",
      "frozenset({'34', '39', '56', '90'}) --> frozenset({'86', '36', '85'}) conf: 1.0\n",
      "frozenset({'34', '39', '36', '85'}) --> frozenset({'56', '90', '86'}) conf: 0.7620800736309249\n",
      "frozenset({'34', '39', '86', '36'}) --> frozenset({'56', '90', '85'}) conf: 0.7620800736309249\n",
      "frozenset({'34', '90', '39', '36'}) --> frozenset({'85', '56', '86'}) conf: 0.8247011952191236\n",
      "frozenset({'34', '56', '36', '85'}) --> frozenset({'39', '86', '90'}) conf: 0.9387755102040816\n",
      "frozenset({'34', '56', '36', '86'}) --> frozenset({'39', '90', '85'}) conf: 0.9387755102040816\n",
      "frozenset({'34', '39', '56', '36'}) --> frozenset({'86', '90', '85'}) conf: 0.965034965034965\n",
      "frozenset({'34', '90', '56', '36'}) --> frozenset({'39', '86', '85'}) conf: 0.971830985915493\n",
      "frozenset({'39', '56', '86'}) --> frozenset({'34', '90', '36', '85'}) conf: 0.965034965034965\n",
      "frozenset({'85', '56', '86'}) --> frozenset({'34', '36', '90', '39'}) conf: 0.8771186440677965\n",
      "frozenset({'56', '90', '85'}) --> frozenset({'34', '36', '39', '86'}) conf: 0.9059080962800875\n",
      "frozenset({'56', '90', '86'}) --> frozenset({'34', '36', '39', '85'}) conf: 0.9059080962800875\n",
      "frozenset({'39', '56', '85'}) --> frozenset({'34', '36', '90', '86'}) conf: 0.965034965034965\n",
      "frozenset({'39', '56', '90'}) --> frozenset({'34', '36', '86', '85'}) conf: 1.0\n",
      "frozenset({'39', '36', '85'}) --> frozenset({'34', '56', '90', '86'}) conf: 0.7269534679543459\n",
      "frozenset({'39', '86', '36'}) --> frozenset({'34', '56', '90', '85'}) conf: 0.7589367552703942\n",
      "frozenset({'90', '39', '36'}) --> frozenset({'34', '56', '86', '85'}) conf: 0.7870722433460077\n",
      "frozenset({'56', '36', '85'}) --> frozenset({'34', '90', '39', '86'}) conf: 0.9387755102040816\n",
      "frozenset({'56', '36', '86'}) --> frozenset({'34', '90', '39', '85'}) conf: 0.9387755102040816\n",
      "frozenset({'39', '56', '36'}) --> frozenset({'34', '90', '86', '85'}) conf: 0.965034965034965\n",
      "frozenset({'90', '56', '36'}) --> frozenset({'34', '39', '86', '85'}) conf: 0.971830985915493\n",
      "frozenset({'34', '56', '86'}) --> frozenset({'90', '36', '39', '85'}) conf: 0.8771186440677965\n",
      "frozenset({'34', '56', '85'}) --> frozenset({'36', '90', '39', '86'}) conf: 0.8771186440677965\n",
      "frozenset({'34', '56', '90'}) --> frozenset({'36', '39', '86', '85'}) conf: 0.9059080962800875\n",
      "frozenset({'34', '39', '56'}) --> frozenset({'90', '36', '86', '85'}) conf: 0.965034965034965\n",
      "frozenset({'34', '39', '36'}) --> frozenset({'56', '90', '86', '85'}) conf: 0.7620800736309249\n",
      "frozenset({'34', '56', '36'}) --> frozenset({'90', '39', '86', '85'}) conf: 0.9387755102040816\n",
      "frozenset({'56', '86'}) --> frozenset({'34', '36', '90', '39', '85'}) conf: 0.8771186440677965\n",
      "frozenset({'39', '56'}) --> frozenset({'34', '36', '90', '86', '85'}) conf: 0.965034965034965\n",
      "frozenset({'56', '85'}) --> frozenset({'34', '36', '90', '39', '86'}) conf: 0.8771186440677965\n",
      "frozenset({'56', '90'}) --> frozenset({'34', '36', '39', '86', '85'}) conf: 0.9059080962800875\n",
      "frozenset({'39', '36'}) --> frozenset({'34', '56', '90', '86', '85'}) conf: 0.7269534679543459\n",
      "frozenset({'56', '36'}) --> frozenset({'34', '90', '39', '86', '85'}) conf: 0.9387755102040816\n",
      "frozenset({'34', '56'}) --> frozenset({'36', '90', '39', '86', '85'}) conf: 0.8771186440677965\n",
      "frozenset({'56'}) --> frozenset({'34', '36', '90', '39', '86', '85'}) conf: 0.8771186440677965\n"
     ]
    }
   ],
   "source": [
    "rules = generateRules(L, suppData, minConf=0.7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "前件是有毒特征 2 的所有关联规则："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(frozenset({'2'}), frozenset({'28'}), 0.8098859315589354),\n",
       " (frozenset({'2'}), frozenset({'34'}), 0.9543726235741445),\n",
       " (frozenset({'2'}), frozenset({'59'}), 0.8650190114068441),\n",
       " (frozenset({'2'}), frozenset({'63'}), 0.8079847908745247),\n",
       " (frozenset({'2'}), frozenset({'85'}), 1.0),\n",
       " (frozenset({'2'}), frozenset({'86'}), 0.9543726235741445),\n",
       " (frozenset({'2'}), frozenset({'90'}), 0.8745247148288975),\n",
       " (frozenset({'2'}), frozenset({'39'}), 0.9315589353612168),\n",
       " (frozenset({'2'}), frozenset({'28', '85'}), 0.8098859315589354),\n",
       " (frozenset({'2'}), frozenset({'39', '90'}), 0.8060836501901141),\n",
       " (frozenset({'2'}), frozenset({'39', '86'}), 0.8859315589353612),\n",
       " (frozenset({'2'}), frozenset({'86', '90'}), 0.8288973384030418),\n",
       " (frozenset({'2'}), frozenset({'39', '85'}), 0.9315589353612168),\n",
       " (frozenset({'2'}), frozenset({'85', '90'}), 0.8745247148288975),\n",
       " (frozenset({'2'}), frozenset({'85', '86'}), 0.9543726235741445),\n",
       " (frozenset({'2'}), frozenset({'63', '85'}), 0.8079847908745247),\n",
       " (frozenset({'2'}), frozenset({'59', '90'}), 0.7775665399239544),\n",
       " (frozenset({'2'}), frozenset({'59', '86'}), 0.8193916349809887),\n",
       " (frozenset({'2'}), frozenset({'59', '85'}), 0.8650190114068441),\n",
       " (frozenset({'2'}), frozenset({'34', '59'}), 0.8193916349809887),\n",
       " (frozenset({'2'}), frozenset({'39', '59'}), 0.8022813688212929),\n",
       " (frozenset({'2'}), frozenset({'34', '90'}), 0.8288973384030418),\n",
       " (frozenset({'2'}), frozenset({'34', '86'}), 0.9543726235741445),\n",
       " (frozenset({'2'}), frozenset({'34', '85'}), 0.9543726235741445),\n",
       " (frozenset({'2'}), frozenset({'34', '39'}), 0.8859315589353612),\n",
       " (frozenset({'2'}), frozenset({'34', '39', '85'}), 0.8859315589353612),\n",
       " (frozenset({'2'}), frozenset({'34', '39', '86'}), 0.8859315589353612),\n",
       " (frozenset({'2'}), frozenset({'34', '85', '86'}), 0.9543726235741445),\n",
       " (frozenset({'2'}), frozenset({'34', '85', '90'}), 0.8288973384030418),\n",
       " (frozenset({'2'}), frozenset({'34', '86', '90'}), 0.8288973384030418),\n",
       " (frozenset({'2'}), frozenset({'34', '59', '85'}), 0.8193916349809887),\n",
       " (frozenset({'2'}), frozenset({'34', '59', '86'}), 0.8193916349809887),\n",
       " (frozenset({'2'}), frozenset({'39', '59', '85'}), 0.8022813688212929),\n",
       " (frozenset({'2'}), frozenset({'59', '85', '86'}), 0.8193916349809887),\n",
       " (frozenset({'2'}), frozenset({'59', '85', '90'}), 0.7775665399239544),\n",
       " (frozenset({'2'}), frozenset({'85', '86', '90'}), 0.8288973384030418),\n",
       " (frozenset({'2'}), frozenset({'39', '85', '86'}), 0.8859315589353612),\n",
       " (frozenset({'2'}), frozenset({'39', '85', '90'}), 0.8060836501901141),\n",
       " (frozenset({'2'}), frozenset({'34', '59', '85', '86'}), 0.8193916349809887),\n",
       " (frozenset({'2'}), frozenset({'34', '85', '86', '90'}), 0.8288973384030418),\n",
       " (frozenset({'2'}), frozenset({'34', '39', '85', '86'}), 0.8859315589353612)]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rules2 = []\n",
    "for i in range(len(rules)):\n",
    "    if rules[i][0] == frozenset({'2'}):\n",
    "        rules2.append(rules[i])\n",
    "rules2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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